{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RL 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n",
      "Unsloth: Failed to patch Gemma3ForConditionalGeneration.\n",
      "🦥 Unsloth Zoo will now patch everything to make training faster!\n",
      "INFO 04-22 15:11:15 [__init__.py:239] Automatically detected platform cuda.\n",
      "==((====))==  Unsloth 2025.3.19: Fast Qwen2 patching. Transformers: 4.51.3. vLLM: 0.8.4.\n",
      "   \\\\   /|    NVIDIA GeForce RTX 4090. Num GPUs = 1. Max memory: 22.159 GB. Platform: Linux.\n",
      "O^O/ \\_/ \\    Torch: 2.6.0+cu124. CUDA: 8.9. CUDA Toolkit: 12.4. Triton: 3.2.0\n",
      "\\        /    Bfloat16 = TRUE. FA [Xformers = 0.0.29.post2. FA2 = False]\n",
      " \"-____-\"     Free license: http://github.com/unslothai/unsloth\n",
      "Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored!\n",
      "Unsloth: vLLM loading /data/countdown/output/models/Qwen2.5-1.5B-Instruct with actual GPU utilization = 32.54%\n",
      "Unsloth: Your GPU has CUDA compute capability 8.9 with VRAM = 22.16 GB.\n",
      "Unsloth: Using conservativeness = 1.0. Chunked prefill tokens = 2048. Num Sequences = 192.\n",
      "Unsloth: vLLM's KV Cache can use up to 4.2 GB. Also swap space = 6 GB.\n",
      "INFO 04-22 15:11:27 [config.py:689] This model supports multiple tasks: {'reward', 'generate', 'score', 'classify', 'embed'}. Defaulting to 'generate'.\n",
      "Unsloth: vLLM Bitsandbytes config using kwargs = {'load_in_8bit': False, 'load_in_4bit': True, 'bnb_4bit_compute_dtype': 'bfloat16', 'bnb_4bit_quant_storage': 'uint8', 'bnb_4bit_quant_type': 'fp4', 'bnb_4bit_use_double_quant': False, 'llm_int8_enable_fp32_cpu_offload': False, 'llm_int8_has_fp16_weight': False, 'llm_int8_skip_modules': [], 'llm_int8_threshold': 6.0}\n",
      "INFO 04-22 15:11:27 [llm_engine.py:243] Initializing a V0 LLM engine (v0.8.4) with config: model='/data/countdown/output/models/Qwen2.5-1.5B-Instruct', speculative_config=None, tokenizer='/data/countdown/output/models/Qwen2.5-1.5B-Instruct', skip_tokenizer_init=False, tokenizer_mode=auto, revision=None, override_neuron_config=None, tokenizer_revision=None, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=2048, download_dir=None, load_format=bitsandbytes, tensor_parallel_size=1, pipeline_parallel_size=1, disable_custom_all_reduce=False, quantization=bitsandbytes, enforce_eager=False, kv_cache_dtype=auto,  device_config=cuda:0, decoding_config=DecodingConfig(guided_decoding_backend='xgrammar', reasoning_backend=None), observability_config=ObservabilityConfig(show_hidden_metrics=False, otlp_traces_endpoint=None, collect_model_forward_time=False, collect_model_execute_time=False), seed=0, served_model_name=/data/countdown/output/models/Qwen2.5-1.5B-Instruct, num_scheduler_steps=1, multi_step_stream_outputs=True, enable_prefix_caching=True, chunked_prefill_enabled=False, use_async_output_proc=True, disable_mm_preprocessor_cache=False, mm_processor_kwargs=None, pooler_config=None, compilation_config={\"level\":0,\"splitting_ops\":[],\"compile_sizes\":[],\"cudagraph_capture_sizes\":[192,184,176,168,160,152,144,136,128,120,112,104,96,88,80,72,64,56,48,40,32,24,16,8,4,2,1],\"max_capture_size\":192}, use_cached_outputs=False, \n",
      "INFO 04-22 15:11:27 [cuda.py:292] Using Flash Attention backend.\n",
      "INFO 04-22 15:11:48 [parallel_state.py:959] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, TP rank 0\n",
      "INFO 04-22 15:11:48 [model_runner.py:1110] Starting to load model /data/countdown/output/models/Qwen2.5-1.5B-Instruct...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[W422 15:11:47.714048298 socket.cpp:204] [c10d] The hostname of the client socket cannot be retrieved. err=-3\n",
      "[rank0]:[W422 15:11:47.763927041 ProcessGroupGloo.cpp:727] Warning: Unable to resolve hostname to a (local) address. Using the loopback address as fallback. Manually set the network interface to bind to with GLOO_SOCKET_IFNAME. (function operator())\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO 04-22 15:11:48 [loader.py:1166] Loading weights with BitsAndBytes quantization. May take a while ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "69d306a833c24232a4e40e93006da7dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO 04-22 15:11:49 [punica_selector.py:18] Using PunicaWrapperGPU.\n",
      "INFO 04-22 15:11:49 [model_runner.py:1146] Model loading took 1.2131 GiB and 0.970670 seconds\n",
      "INFO 04-22 15:11:51 [worker.py:267] Memory profiling takes 1.62 seconds\n",
      "INFO 04-22 15:11:51 [worker.py:267] the current vLLM instance can use total_gpu_memory (22.16GiB) x gpu_memory_utilization (0.33) = 7.21GiB\n",
      "INFO 04-22 15:11:51 [worker.py:267] model weights take 1.21GiB; non_torch_memory takes 0.08GiB; PyTorch activation peak memory takes 1.05GiB; the rest of the memory reserved for KV Cache is 4.87GiB.\n",
      "INFO 04-22 15:11:51 [executor_base.py:112] # cuda blocks: 11405, # CPU blocks: 14043\n",
      "INFO 04-22 15:11:51 [executor_base.py:117] Maximum concurrency for 2048 tokens per request: 89.10x\n",
      "INFO 04-22 15:11:54 [model_runner.py:1456] Capturing cudagraphs for decoding. This may lead to unexpected consequences if the model is not static. To run the model in eager mode, set 'enforce_eager=True' or use '--enforce-eager' in the CLI. If out-of-memory error occurs during cudagraph capture, consider decreasing `gpu_memory_utilization` or switching to eager mode. You can also reduce the `max_num_seqs` as needed to decrease memory usage.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "879c30c1e64d4234818b8a925f1a68e1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Capturing CUDA graph shapes:   0%|          | 0/27 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO 04-22 15:12:19 [model_runner.py:1598] Graph capturing finished in 25 secs, took 2.86 GiB\n",
      "INFO 04-22 15:12:19 [llm_engine.py:449] init engine (profile, create kv cache, warmup model) took 30.24 seconds\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sliding Window Attention is enabled but not implemented for `eager`; unexpected results may be encountered.\n",
      "Unsloth 2025.3.19 patched 28 layers with 28 QKV layers, 28 O layers and 28 MLP layers.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "# fix：https://github.com/unslothai/unsloth/issues/2299#issuecomment-2782067709\n",
    "os.environ[\"VLLM_USE_V1\"] = '0'\n",
    "# 国内需要禁止统计，否则会卡在模型加载的地方（连不到外网）\n",
    "os.environ[\"UNSLOTH_DISABLE_STATISTICS\"] = \"0\"\n",
    "\n",
    "from unsloth import FastLanguageModel, is_bfloat16_supported\n",
    "import torch\n",
    "\n",
    "max_seq_length = 2048 # Can increase for longer reasoning traces\n",
    "lora_rank = 64 # Larger rank = smarter, but slower\n",
    "\n",
    "model, tokenizer = FastLanguageModel.from_pretrained(\n",
    "    model_name = \"/data/countdown/output/models/Qwen2.5-1.5B-Instruct\", # change to your model path\n",
    "    # 使用 merge.ipynb 合并后的模型作为 RL 的基座，从而解决冷启动的问题。\n",
    "    # model_name = \"/home/cynic/models/qwen2.5-1.5b-sft-distill-merged\",\n",
    "    max_seq_length = max_seq_length,\n",
    "    load_in_4bit = True, # False for LoRA 16bit\n",
    "    local_files_only=True,\n",
    "    fast_inference = True, # Enable vLLM fast inference\n",
    "    max_lora_rank = lora_rank,\n",
    "    gpu_memory_utilization = 0.5, # Reduce if out of memory\n",
    ")\n",
    "\n",
    "model = FastLanguageModel.get_peft_model(\n",
    "    model,\n",
    "    r = lora_rank, # Choose any number > 0 ! Suggested 8, 16, 32, 64, 128\n",
    "    target_modules = [\n",
    "        \"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
    "        \"gate_proj\", \"up_proj\", \"down_proj\",\n",
    "    ], # Remove QKVO if out of memory\n",
    "    lora_alpha = lora_rank * 2,\n",
    "    use_gradient_checkpointing = \"unsloth\", # Enable long context finetuning\n",
    "    random_state = 3407,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'numbers': [77, 7, 77],\n",
       " 'target': 7,\n",
       " 'ground_truth_solution': '(77 / 77) * 7',\n",
       " 'prompt': [{'content': 'You are a helpful assistant. You first thinks about the reasoning process in the mind and then provides the user with the answer.',\n",
       "   'role': 'system'},\n",
       "  {'content': 'Using the numbers 77, 7, 77, create an equation that equals 7. You can use basic arithmetic operations (+, -, *, /) one or multiple times but each number can only be used once, and you must use all the numbers. Show your work in <think> </think> tags. And return the final equation in <answer> </answer> tags, for example <answer>(1 + 2) / 3</answer>. Think step by step inside <think> tags.',\n",
       "   'role': 'user'}]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from constant import SYSTEM_PROMPT, USER_PROMPT_TPL, parse_user_prompt\n",
    "from datasets import load_dataset\n",
    "def get_countdown_questions(data_file):\n",
    "    data = load_dataset(\"json\", data_files=data_file)[\"train\"]\n",
    "    data = data.map(lambda x: {\n",
    "        'prompt': [\n",
    "            {'role': 'system', 'content': SYSTEM_PROMPT},\n",
    "            {'role': 'user', \"content\": parse_user_prompt(USER_PROMPT_TPL, x[\"numbers\"], x[\"target\"])}\n",
    "        ],\n",
    "    })\n",
    "    return data\n",
    "\n",
    "dataset = get_countdown_questions(\"data/rl_data_simple.jsonl\")\n",
    "\n",
    "dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'numbers': [89, 14, 768],\n",
       " 'target': 843,\n",
       " 'ground_truth_solution': '(89 - 14) + 768',\n",
       " 'prompt': [{'content': 'You are a helpful assistant. You first thinks about the reasoning process in the mind and then provides the user with the answer.',\n",
       "   'role': 'system'},\n",
       "  {'content': 'Using the numbers 89, 14, 768, create an equation that equals 843. You can use basic arithmetic operations (+, -, *, /) one or multiple times but each number can only be used once, and you must use all the numbers. Show your work in <think> </think> tags. And return the final equation in <answer> </answer> tags, for example <answer>(1 + 2) / 3</answer>. Think step by step inside <think> tags.',\n",
       "   'role': 'user'}]}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eval_dataset = get_countdown_questions(\"data/test_simple.jsonl\")\n",
    "eval_dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "def extract_xml_answer(response):\n",
    "    pattern = r\"<answer>(.*?)</answer>\"\n",
    "    match = re.search(pattern, response, re.DOTALL)\n",
    "    return match.group(1) if match else \"\"\n",
    "\n",
    "# Reward function that checks if the completion follows a more relaxed format\n",
    "def soft_format_reward_func(completions, **kwargs) -> list[float]:\n",
    "    pattern = r\"<think>.*?</think>\\s*<answer>.*?</answer>\"\n",
    "    responses = [completion[0][\"content\"] for completion in completions]\n",
    "    matches = [re.match(pattern, r, re.DOTALL) for r in responses]\n",
    "    return [0.5 if match else 0.0 for match in matches]\n",
    "\n",
    "# 正确性奖励\n",
    "def correctness_reward_func(completions, numbers, target, **kwargs) -> list[float]:\n",
    "    responses = [completion[0]['content'] for completion in completions]\n",
    "    extracted_responses = [extract_xml_answer(r) for r in responses]\n",
    "\n",
    "    def correct(numbers, target, solution):\n",
    "        try:\n",
    "            if '=' in solution:\n",
    "                # 删除掉等号以及等号后的内容\n",
    "                solution = solution.split('=')[0]\n",
    "            if not eval(solution) == target:\n",
    "                # 如果 solution 计算结果不等于 target，则认为不正确\n",
    "                return False, \"Solution is not equal to target\"\n",
    "            # Define a regex pattern that only allows numbers, operators, parentheses, and whitespace\n",
    "            allowed_pattern = r'^[\\d+\\-*/().\\s]+$'\n",
    "            if not re.match(allowed_pattern, solution):\n",
    "                # 如果 solution 不符合要求，则认为不正确\n",
    "                return False, \"Solution is not allowed\"\n",
    "            # 检查 solution 是否使用了所有数字\n",
    "            used_numbers = [int(n) for n in re.findall(r'\\d+', solution)]\n",
    "            if sorted(used_numbers) != sorted(numbers):\n",
    "                # 如果 solution 没有使用所有数字没有仅使用一次，则认为不正确\n",
    "                return False, \"Solution is not using all numbers or each number is not used only once\"\n",
    "            return True, \"Solution is correct\"\n",
    "        except Exception as e:\n",
    "            # 计算失败，则认为不正确\n",
    "            return False, f\"Solution calculation failed: {e}\"\n",
    "    \n",
    "    scores = []\n",
    "    for i, r in enumerate(extracted_responses):\n",
    "        scores.append(2 if correct(numbers[i], target[i], r)[0] else 0)\n",
    "    \n",
    "    return scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'target': 656,\n",
       " 'numbers': [85, 36, 16, 519],\n",
       " 'prompt': 'Using the numbers 85, 36, 16, 519, create an equation that equals 656. You can use basic arithmetic operations (+, -, *, /) one or multiple times but each number can only be used once, and you must use all the numbers. Show your work in <think> </think> tags. And return the final equation in <answer> </answer> tags, for example <answer>(1 + 2) / 3</answer>. Think step by step inside <think> tags.',\n",
       " 'completion': \"<think>Okay, let's see. I need to make an equation using 85, 36, 16, and 519, each exactly once, with basic operations, and the result should be 656. Hmm.\\n\\nFirst, maybe I should look at the target number, 656. Let me think if there's any way to break it down into parts that could relate to these numbers. For instance, 656 divided by something... Maybe 656 is close to 519 plus something? Wait, 519 is already given as part of the numbers. So maybe 519 plus what else would get me to 656?\\n\\nWait, 519 + 137 = 656. But how do I get 137 from the remaining numbers: 85, 36, 16. Let's check. The largest number here is 85. If I subtract 85 from 137, that gives 52. Not sure. Alternatively, adding 85 and 36 gives 121, which is still less than 137. Then 121 + 16 is 137. Oh! That works. So 85 + 36 + 16 = 137. Then 519 + 137 = 656. But wait, does that use all four numbers? Yes: 519, 85, 36, 16. Each used once. So the equation would be 519 + (85 + 36 + 16) = 656. Let me verify:\\n\\n85 + 36 = 121\\n\\n121 + 16 = 137\\n\\n519 + 137 = 656. Perfect!\\n\\nSo that seems to work. Let me just double-check if there's another possible combination, but this seems straightforward. Alternatively, maybe using multiplication or division somewhere, but perhaps not necessary here.\\n</think>\\n\\n<answer>519 + 85 + 36 + 16 = 656</answer>\",\n",
       " 'reasoning': \"Okay, let's see. I need to make an equation using 85, 36, 16, and 519, each exactly once, with basic operations, and the result should be 656. Hmm.\\n\\nFirst, maybe I should look at the target number, 656. Let me think if there's any way to break it down into parts that could relate to these numbers. For instance, 656 divided by something... Maybe 656 is close to 519 plus something? Wait, 519 is already given as part of the numbers. So maybe 519 plus what else would get me to 656?\\n\\nWait, 519 + 137 = 656. But how do I get 137 from the remaining numbers: 85, 36, 16. Let's check. The largest number here is 85. If I subtract 85 from 137, that gives 52. Not sure. Alternatively, adding 85 and 36 gives 121, which is still less than 137. Then 121 + 16 is 137. Oh! That works. So 85 + 36 + 16 = 137. Then 519 + 137 = 656. But wait, does that use all four numbers? Yes: 519, 85, 36, 16. Each used once. So the equation would be 519 + (85 + 36 + 16) = 656. Let me verify:\\n\\n85 + 36 = 121\\n\\n121 + 16 = 137\\n\\n519 + 137 = 656. Perfect!\\n\\nSo that seems to work. Let me just double-check if there's another possible combination, but this seems straightforward. Alternatively, maybe using multiplication or division somewhere, but perhaps not necessary here.\\n\",\n",
       " 'solution': '519 + 85 + 36 + 16 = 656',\n",
       " 'correct': True,\n",
       " 'correct_reason': 'Solution is correct'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test reward function\n",
    "from datasets import load_from_disk\n",
    "eval_dataset = load_from_disk(\"output/test_vllm__qwen2.5-1.5b-sft-distill-lora_results\")\n",
    "idx = 11\n",
    "eval_dataset[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Soft format reward: [0.5]\n",
      "Correctness reward: [2]\n"
     ]
    }
   ],
   "source": [
    "print(f'Soft format reward: {soft_format_reward_func([[{\"content\": eval_dataset[idx][\"completion\"]}]])}')\n",
    "score = correctness_reward_func(\n",
    "    [[{\"content\": eval_dataset[idx][\"completion\"]}]],\n",
    "    [eval_dataset[idx][\"numbers\"]],\n",
    "    [eval_dataset[idx][\"target\"]])\n",
    "print(f'Correctness reward: {score}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[32m\u001b[41mERROR\u001b[0m Failed to detect the name of this notebook. You can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Using wandb-core as the SDK backend.  Please refer to https://wandb.me/wandb-core for more information.\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mswulling\u001b[0m to \u001b[32mhttps://api.wandb.ai\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Tracking run with wandb version 0.19.9"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "Run data is saved locally in <code>/data/countdown/wandb/run-20250422_151233-8yeq1v0l</code>"
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       "Syncing run <strong><a href='https://wandb.ai/swulling/countdown-rl-simple/runs/8yeq1v0l' target=\"_blank\">balmy-flower-10</a></strong> to <a href='https://wandb.ai/swulling/countdown-rl-simple' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"
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       " View project at <a href='https://wandb.ai/swulling/countdown-rl-simple' target=\"_blank\">https://wandb.ai/swulling/countdown-rl-simple</a>"
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       " View run at <a href='https://wandb.ai/swulling/countdown-rl-simple/runs/8yeq1v0l' target=\"_blank\">https://wandb.ai/swulling/countdown-rl-simple/runs/8yeq1v0l</a>"
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       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "text/html": [
       "<button onClick=\"this.nextSibling.style.display='block';this.style.display='none';\">Display W&B run</button><iframe src='https://wandb.ai/swulling/countdown-rl-simple/runs/8yeq1v0l?jupyter=true' style='border:none;width:100%;height:420px;display:none;'></iframe>"
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     "execution_count": 7,
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    }
   ],
   "source": [
    "import wandb\n",
    "wandb.init(project=\"countdown-rl-simple\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from trl import GRPOConfig, GRPOTrainer\n",
    "training_args = GRPOConfig(\n",
    "    use_vllm = True, # use vLLM for fast inference!\n",
    "    learning_rate = 5e-6,\n",
    "    adam_beta1 = 0.9,\n",
    "    adam_beta2 = 0.99,\n",
    "    weight_decay = 0.1,\n",
    "    warmup_ratio = 0.01,\n",
    "    lr_scheduler_type = \"constant\",\n",
    "    optim = \"adamw_8bit\",\n",
    "    bf16 = is_bfloat16_supported(),\n",
    "    fp16 = not is_bfloat16_supported(),\n",
    "    per_device_train_batch_size = 32,\n",
    "    gradient_accumulation_steps = 1, # Increase to 4 for smoother training\n",
    "    num_generations = 8, # Decrease if out of memory\n",
    "    vllm_max_model_len= max_seq_length,\n",
    "    max_prompt_length = 1024,\n",
    "    max_completion_length = 1024,\n",
    "    temperature = 1.0, # set to 1.0 for more diverse responses\n",
    "    num_train_epochs = 4, # Set to 1 for a full training run\n",
    "    #max_steps = 250,\n",
    "    save_steps = 100,\n",
    "    max_grad_norm = 0.1,\n",
    "    output_dir = \"output/rl3\",\n",
    "    beta=0.001,\n",
    "    report_to = \"wandb\", # Can use Weights & Biases\n",
    "    log_completions=True,\n",
    "    logging_steps=1,\n",
    "    # unsloth grpo eval bug: https://github.com/unslothai/unsloth/issues/2367\n",
    "    # do_eval=True,\n",
    "    # eval_strategy=\"steps\",\n",
    "    # eval_steps=1,\n",
    "    # per_device_eval_batch_size = 32,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "==((====))==  Unsloth - 2x faster free finetuning | Num GPUs used = 1\n",
      "   \\\\   /|    Num examples = 1,000 | Num Epochs = 4 | Total steps = 1,000\n",
      "O^O/ \\_/ \\    Batch size per device = 32 | Gradient accumulation steps = 1\n",
      "\\        /    Data Parallel GPUs = 1 | Total batch size (32 x 1 x 1) = 32\n",
      " \"-____-\"     Trainable parameters = 73,859,072/5,000,000,000 (1.48% trained)\n",
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m The `run_name` is currently set to the same value as `TrainingArguments.output_dir`. If this was not intended, please specify a different run name by setting the `TrainingArguments.run_name` parameter.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      \n",
       "      <progress value='1000' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      [1000/1000 3:03:48, Epoch 4/4]\n",
       "    </div>\n",
       "    <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       " <tr style=\"text-align: left;\">\n",
       "      <th>Step</th>\n",
       "      <th>Training Loss</th>\n",
       "      <th>reward</th>\n",
       "      <th>reward_std</th>\n",
       "      <th>completion_length</th>\n",
       "      <th>kl</th>\n",
       "      <th>rewards / soft_format_reward_func</th>\n",
       "      <th>rewards / correctness_reward_func</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>0.171875</td>\n",
       "      <td>0.296149</td>\n",
       "      <td>262.312500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.109375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.156250</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>284.000000</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>0.093750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.224615</td>\n",
       "      <td>265.406250</td>\n",
       "      <td>0.000851</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.203125</td>\n",
       "      <td>0.247236</td>\n",
       "      <td>356.187500</td>\n",
       "      <td>0.001038</td>\n",
       "      <td>0.203125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.328125</td>\n",
       "      <td>0.413394</td>\n",
       "      <td>240.312500</td>\n",
       "      <td>0.001162</td>\n",
       "      <td>0.203125</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.224615</td>\n",
       "      <td>252.218750</td>\n",
       "      <td>0.001371</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.263018</td>\n",
       "      <td>289.093750</td>\n",
       "      <td>0.002018</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.360842</td>\n",
       "      <td>329.562500</td>\n",
       "      <td>0.001911</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.171875</td>\n",
       "      <td>0.251945</td>\n",
       "      <td>292.500000</td>\n",
       "      <td>0.002283</td>\n",
       "      <td>0.171875</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.312500</td>\n",
       "      <td>0.409942</td>\n",
       "      <td>238.625000</td>\n",
       "      <td>0.003364</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.390625</td>\n",
       "      <td>0.545135</td>\n",
       "      <td>227.781250</td>\n",
       "      <td>0.004468</td>\n",
       "      <td>0.265625</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.296875</td>\n",
       "      <td>0.362964</td>\n",
       "      <td>224.750000</td>\n",
       "      <td>0.006714</td>\n",
       "      <td>0.234375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.328125</td>\n",
       "      <td>0.247236</td>\n",
       "      <td>210.750000</td>\n",
       "      <td>0.007442</td>\n",
       "      <td>0.328125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.336224</td>\n",
       "      <td>181.843750</td>\n",
       "      <td>0.012276</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.263018</td>\n",
       "      <td>232.843750</td>\n",
       "      <td>0.013183</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.296875</td>\n",
       "      <td>0.210946</td>\n",
       "      <td>192.437500</td>\n",
       "      <td>0.012935</td>\n",
       "      <td>0.296875</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.359375</td>\n",
       "      <td>0.226737</td>\n",
       "      <td>181.437500</td>\n",
       "      <td>0.020755</td>\n",
       "      <td>0.359375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.278413</td>\n",
       "      <td>172.500000</td>\n",
       "      <td>0.023903</td>\n",
       "      <td>0.359375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.467230</td>\n",
       "      <td>161.093750</td>\n",
       "      <td>0.032185</td>\n",
       "      <td>0.312500</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.507482</td>\n",
       "      <td>130.125000</td>\n",
       "      <td>0.035463</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.088388</td>\n",
       "      <td>198.468750</td>\n",
       "      <td>0.025430</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.531250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>157.937500</td>\n",
       "      <td>0.028341</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.376774</td>\n",
       "      <td>173.343750</td>\n",
       "      <td>0.022424</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>0.233567</td>\n",
       "      <td>163.125000</td>\n",
       "      <td>0.024259</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.515625</td>\n",
       "      <td>0.241837</td>\n",
       "      <td>101.687500</td>\n",
       "      <td>0.060537</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.146252</td>\n",
       "      <td>126.906250</td>\n",
       "      <td>0.046278</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.382989</td>\n",
       "      <td>190.625000</td>\n",
       "      <td>0.041544</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>102.875000</td>\n",
       "      <td>0.051926</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.159922</td>\n",
       "      <td>115.531250</td>\n",
       "      <td>0.053076</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.064694</td>\n",
       "      <td>108.156250</td>\n",
       "      <td>0.058415</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.102058</td>\n",
       "      <td>122.468750</td>\n",
       "      <td>0.033659</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>115.625000</td>\n",
       "      <td>0.057847</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>98.937500</td>\n",
       "      <td>0.062746</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.289120</td>\n",
       "      <td>101.250000</td>\n",
       "      <td>0.067120</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>77.937500</td>\n",
       "      <td>0.054370</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.875000</td>\n",
       "      <td>0.051020</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>79.062500</td>\n",
       "      <td>0.069074</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.515625</td>\n",
       "      <td>0.278835</td>\n",
       "      <td>87.968750</td>\n",
       "      <td>0.074578</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.531250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>64.750000</td>\n",
       "      <td>0.124351</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.718750</td>\n",
       "      <td>0.071607</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.343750</td>\n",
       "      <td>0.094663</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>72.156250</td>\n",
       "      <td>0.088235</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>72.406250</td>\n",
       "      <td>0.109183</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>99.625000</td>\n",
       "      <td>0.069399</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>0.465897</td>\n",
       "      <td>92.250000</td>\n",
       "      <td>0.126475</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.875000</td>\n",
       "      <td>0.072302</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>67.812500</td>\n",
       "      <td>0.133780</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>74.968750</td>\n",
       "      <td>0.073469</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>91.593750</td>\n",
       "      <td>0.064874</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.218750</td>\n",
       "      <td>0.087890</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>80.718750</td>\n",
       "      <td>0.092947</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.093750</td>\n",
       "      <td>0.139919</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>99.031250</td>\n",
       "      <td>0.341087</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.796875</td>\n",
       "      <td>0.488232</td>\n",
       "      <td>61.656250</td>\n",
       "      <td>0.105384</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.250000</td>\n",
       "      <td>0.079602</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>85.656250</td>\n",
       "      <td>0.089470</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>85.687500</td>\n",
       "      <td>0.072242</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>83.500000</td>\n",
       "      <td>0.083196</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>108.718750</td>\n",
       "      <td>0.063888</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>72.812500</td>\n",
       "      <td>0.089063</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>0.124663</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>74.218750</td>\n",
       "      <td>0.096528</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>78.687500</td>\n",
       "      <td>0.087506</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>64.218750</td>\n",
       "      <td>0.097744</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>64.625000</td>\n",
       "      <td>0.180737</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>69.031250</td>\n",
       "      <td>0.088657</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>82.906250</td>\n",
       "      <td>0.157039</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>72.312500</td>\n",
       "      <td>0.089957</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>93.406250</td>\n",
       "      <td>0.072200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>60.218750</td>\n",
       "      <td>0.112497</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.156250</td>\n",
       "      <td>0.186618</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>66.781250</td>\n",
       "      <td>0.210599</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>78.437500</td>\n",
       "      <td>0.089119</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.629203</td>\n",
       "      <td>80.875000</td>\n",
       "      <td>0.127374</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>76.593750</td>\n",
       "      <td>0.126456</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>69.500000</td>\n",
       "      <td>0.115366</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>70.906250</td>\n",
       "      <td>0.134847</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>63.812500</td>\n",
       "      <td>0.111998</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>72.625000</td>\n",
       "      <td>0.115344</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>70.062500</td>\n",
       "      <td>0.103578</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>82.156250</td>\n",
       "      <td>0.129869</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>68.750000</td>\n",
       "      <td>0.100422</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>62.875000</td>\n",
       "      <td>0.100821</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>84</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>56.968750</td>\n",
       "      <td>0.109594</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>69.406250</td>\n",
       "      <td>0.102060</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.312500</td>\n",
       "      <td>0.098679</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>75.531250</td>\n",
       "      <td>0.100584</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>70.937500</td>\n",
       "      <td>0.105993</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>87.562500</td>\n",
       "      <td>0.082821</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>90</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>81.625000</td>\n",
       "      <td>0.151477</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>91</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>80.218750</td>\n",
       "      <td>0.107855</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>74.875000</td>\n",
       "      <td>0.117642</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>81.187500</td>\n",
       "      <td>0.119062</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>94</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>73.781250</td>\n",
       "      <td>0.109880</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>62.718750</td>\n",
       "      <td>0.119004</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>87.468750</td>\n",
       "      <td>0.109678</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>79.500000</td>\n",
       "      <td>0.141066</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>68.406250</td>\n",
       "      <td>0.165695</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>99</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.574524</td>\n",
       "      <td>82.843750</td>\n",
       "      <td>0.111158</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>100</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>73.593750</td>\n",
       "      <td>0.157127</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>101</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>70.468750</td>\n",
       "      <td>0.106326</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>102</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.937500</td>\n",
       "      <td>0.239389</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>103</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>67.843750</td>\n",
       "      <td>0.126512</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>104</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>65.281250</td>\n",
       "      <td>0.264088</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>105</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>66.562500</td>\n",
       "      <td>0.268290</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>106</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>55.906250</td>\n",
       "      <td>0.254747</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>107</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>67.062500</td>\n",
       "      <td>0.121123</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>108</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.281250</td>\n",
       "      <td>0.116544</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>109</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>69.218750</td>\n",
       "      <td>0.120590</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>110</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.375000</td>\n",
       "      <td>0.188633</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>111</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>54.781250</td>\n",
       "      <td>0.102741</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>112</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>57.781250</td>\n",
       "      <td>0.168093</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>113</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.250000</td>\n",
       "      <td>0.135415</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>114</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>65.093750</td>\n",
       "      <td>0.122981</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>115</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>60.156250</td>\n",
       "      <td>0.133245</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>116</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>57.125000</td>\n",
       "      <td>0.195305</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>117</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>61.843750</td>\n",
       "      <td>0.111069</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>118</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>66.593750</td>\n",
       "      <td>0.156955</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>119</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>57.531250</td>\n",
       "      <td>0.145587</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>120</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>57.437500</td>\n",
       "      <td>0.123047</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>121</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>60.625000</td>\n",
       "      <td>0.236574</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>122</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>54.656250</td>\n",
       "      <td>0.142291</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>123</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>74.812500</td>\n",
       "      <td>0.178364</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>124</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>60.656250</td>\n",
       "      <td>0.362640</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>125</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.875000</td>\n",
       "      <td>0.137640</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>126</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>62.781250</td>\n",
       "      <td>0.150055</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>127</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>59.093750</td>\n",
       "      <td>1.530236</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>128</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>59.343750</td>\n",
       "      <td>0.140374</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>129</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>55.968750</td>\n",
       "      <td>0.180675</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>130</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>54.687500</td>\n",
       "      <td>0.129216</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>131</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>53.750000</td>\n",
       "      <td>0.221293</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>132</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>64.968750</td>\n",
       "      <td>0.132001</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>133</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>59.937500</td>\n",
       "      <td>0.136447</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>134</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>55.156250</td>\n",
       "      <td>0.292856</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>135</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>58.343750</td>\n",
       "      <td>0.136120</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>136</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>59.750000</td>\n",
       "      <td>0.210511</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>137</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>63.062500</td>\n",
       "      <td>0.171392</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>73.593750</td>\n",
       "      <td>0.803762</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>139</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>67.031250</td>\n",
       "      <td>0.323776</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>140</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>69.750000</td>\n",
       "      <td>0.264301</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>141</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>68.718750</td>\n",
       "      <td>0.271541</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>81.531250</td>\n",
       "      <td>0.333598</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>143</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.311455</td>\n",
       "      <td>56.687500</td>\n",
       "      <td>0.170958</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>144</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>84.781250</td>\n",
       "      <td>0.159322</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>145</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>61.906250</td>\n",
       "      <td>0.171116</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>146</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>69.125000</td>\n",
       "      <td>0.203361</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>147</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>67.687500</td>\n",
       "      <td>0.238334</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>148</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>83.937500</td>\n",
       "      <td>0.269752</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>56.437500</td>\n",
       "      <td>0.192570</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>150</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>78.468750</td>\n",
       "      <td>0.199050</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>151</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>0.234760</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>152</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>72.125000</td>\n",
       "      <td>0.174712</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>153</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>82.500000</td>\n",
       "      <td>0.180803</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>154</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>95.250000</td>\n",
       "      <td>0.403938</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>155</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>87.625000</td>\n",
       "      <td>0.223476</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>156</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>80.718750</td>\n",
       "      <td>0.601480</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.694365</td>\n",
       "      <td>103.875000</td>\n",
       "      <td>0.918931</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>158</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>84.468750</td>\n",
       "      <td>0.170397</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>159</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>68.062500</td>\n",
       "      <td>0.191888</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>160</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.250000</td>\n",
       "      <td>0.235434</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>161</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.796875</td>\n",
       "      <td>0.534424</td>\n",
       "      <td>66.125000</td>\n",
       "      <td>0.255929</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>162</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>86.812500</td>\n",
       "      <td>0.180405</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>163</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>95.531250</td>\n",
       "      <td>1.187516</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>164</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.812500</td>\n",
       "      <td>0.189014</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>165</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>68.968750</td>\n",
       "      <td>0.218774</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>166</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>63.468750</td>\n",
       "      <td>1.954158</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>167</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.781250</td>\n",
       "      <td>0.187856</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>168</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>93.687500</td>\n",
       "      <td>0.174034</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>169</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>86.531250</td>\n",
       "      <td>0.279377</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>170</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>122.687500</td>\n",
       "      <td>0.250004</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>171</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.088388</td>\n",
       "      <td>135.781250</td>\n",
       "      <td>0.328565</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>172</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>79.625000</td>\n",
       "      <td>0.155377</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>173</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>97.718750</td>\n",
       "      <td>0.178689</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>174</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.937500</td>\n",
       "      <td>0.185817</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>175</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>88.968750</td>\n",
       "      <td>0.147506</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>176</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>104.375000</td>\n",
       "      <td>0.383626</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>177</td>\n",
       "      <td>0.004400</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>132.781250</td>\n",
       "      <td>4.395788</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>178</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>87.062500</td>\n",
       "      <td>0.232696</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>179</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>88.218750</td>\n",
       "      <td>0.161075</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>180</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.781250</td>\n",
       "      <td>0.157967</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>181</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.433169</td>\n",
       "      <td>190.125000</td>\n",
       "      <td>0.156760</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>182</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.507869</td>\n",
       "      <td>143.906250</td>\n",
       "      <td>0.226011</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>183</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>122.718750</td>\n",
       "      <td>0.197524</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>184</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>161.437500</td>\n",
       "      <td>0.175652</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>185</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.507869</td>\n",
       "      <td>140.343750</td>\n",
       "      <td>0.249308</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>186</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.409213</td>\n",
       "      <td>156.875000</td>\n",
       "      <td>0.243185</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>187</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.937500</td>\n",
       "      <td>0.206530</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.793198</td>\n",
       "      <td>155.593750</td>\n",
       "      <td>0.410993</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>189</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>99.781250</td>\n",
       "      <td>0.189901</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>190</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>82.312500</td>\n",
       "      <td>0.185225</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>97.750000</td>\n",
       "      <td>0.149476</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>93.250000</td>\n",
       "      <td>0.156739</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>104.562500</td>\n",
       "      <td>0.170346</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.968750</td>\n",
       "      <td>0.171791</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>195</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>115.500000</td>\n",
       "      <td>0.224734</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>196</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.812500</td>\n",
       "      <td>0.205673</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>197</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>63.843750</td>\n",
       "      <td>0.561643</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>198</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>132.406250</td>\n",
       "      <td>0.145778</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>199</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>101.968750</td>\n",
       "      <td>0.532633</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>200</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>91.312500</td>\n",
       "      <td>0.185105</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>69.625000</td>\n",
       "      <td>0.143290</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>87.781250</td>\n",
       "      <td>0.180319</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>0.263215</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>55.656250</td>\n",
       "      <td>0.194416</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>205</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>89.843750</td>\n",
       "      <td>1.201858</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>206</td>\n",
       "      <td>0.001600</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>58.875000</td>\n",
       "      <td>1.579199</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>207</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>93.406250</td>\n",
       "      <td>0.157167</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>208</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>50.062500</td>\n",
       "      <td>0.202626</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>209</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>77.125000</td>\n",
       "      <td>0.179343</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>210</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.187500</td>\n",
       "      <td>0.212116</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>211</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>78.093750</td>\n",
       "      <td>0.335187</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>212</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>58.250000</td>\n",
       "      <td>0.154485</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>213</td>\n",
       "      <td>0.003300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>94.562500</td>\n",
       "      <td>3.284682</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>214</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>116.781250</td>\n",
       "      <td>0.119007</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>215</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>67.187500</td>\n",
       "      <td>0.176364</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>216</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>69.718750</td>\n",
       "      <td>0.173238</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>217</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>100.906250</td>\n",
       "      <td>0.160566</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>218</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.406250</td>\n",
       "      <td>0.210758</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>219</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>75.500000</td>\n",
       "      <td>0.176870</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>63.656250</td>\n",
       "      <td>0.243488</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>76.062500</td>\n",
       "      <td>0.220200</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>54.375000</td>\n",
       "      <td>0.199257</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>57.406250</td>\n",
       "      <td>0.322529</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>61.375000</td>\n",
       "      <td>0.178436</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>225</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.468750</td>\n",
       "      <td>0.301354</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>226</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>93.281250</td>\n",
       "      <td>0.160127</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>227</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>57.718750</td>\n",
       "      <td>0.200528</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>228</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.175986</td>\n",
       "      <td>68.406250</td>\n",
       "      <td>0.168855</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>229</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>67.968750</td>\n",
       "      <td>0.169814</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>230</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>60.312500</td>\n",
       "      <td>0.169003</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>231</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>0.248803</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>232</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>90.937500</td>\n",
       "      <td>0.142942</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>233</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>96.593750</td>\n",
       "      <td>0.230880</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>234</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.843783</td>\n",
       "      <td>64.218750</td>\n",
       "      <td>0.263922</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>235</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>60.906250</td>\n",
       "      <td>0.306082</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>236</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>58.062500</td>\n",
       "      <td>0.189132</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>237</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>80.187500</td>\n",
       "      <td>0.614258</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>238</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>51.156250</td>\n",
       "      <td>0.315776</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>239</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>69.250000</td>\n",
       "      <td>0.159246</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>240</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>82.031250</td>\n",
       "      <td>0.241784</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>241</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.541796</td>\n",
       "      <td>95.687500</td>\n",
       "      <td>0.201297</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>242</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>0.148967</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>243</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>70.343750</td>\n",
       "      <td>0.231724</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>244</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>61.218750</td>\n",
       "      <td>0.323585</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>245</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>64.312500</td>\n",
       "      <td>0.191707</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>246</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>72.062500</td>\n",
       "      <td>0.303203</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>247</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>99.937500</td>\n",
       "      <td>0.427068</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>248</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>73.406250</td>\n",
       "      <td>0.154522</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>249</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.925820</td>\n",
       "      <td>60.093750</td>\n",
       "      <td>0.151069</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>250</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>75.343750</td>\n",
       "      <td>0.131594</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>251</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>110.468750</td>\n",
       "      <td>0.639150</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>252</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>85.250000</td>\n",
       "      <td>0.172393</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>253</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.875000</td>\n",
       "      <td>0.348831</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>254</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>1.017069</td>\n",
       "      <td>115.812500</td>\n",
       "      <td>0.188275</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>255</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.925781</td>\n",
       "      <td>86.437500</td>\n",
       "      <td>0.188997</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>256</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>78.062500</td>\n",
       "      <td>0.149851</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>257</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76.343750</td>\n",
       "      <td>0.114134</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>258</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.625000</td>\n",
       "      <td>0.267497</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>259</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>0.642674</td>\n",
       "      <td>151.156250</td>\n",
       "      <td>0.146616</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>260</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.816463</td>\n",
       "      <td>87.906250</td>\n",
       "      <td>0.393665</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>261</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.656250</td>\n",
       "      <td>0.146359</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>262</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>61.312500</td>\n",
       "      <td>0.153069</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>263</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>132.093750</td>\n",
       "      <td>0.151125</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>264</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.529783</td>\n",
       "      <td>116.656250</td>\n",
       "      <td>0.152889</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>265</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>84.062500</td>\n",
       "      <td>0.132695</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>266</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>57.937500</td>\n",
       "      <td>0.191843</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>267</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.031250</td>\n",
       "      <td>0.147686</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>268</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>121.218750</td>\n",
       "      <td>0.130237</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>269</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>70.656250</td>\n",
       "      <td>0.164732</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>270</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>89.968750</td>\n",
       "      <td>0.172090</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>271</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>73.750000</td>\n",
       "      <td>0.388424</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>272</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>133.656250</td>\n",
       "      <td>0.285541</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>273</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.419698</td>\n",
       "      <td>86.031250</td>\n",
       "      <td>0.897119</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>274</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>83.687500</td>\n",
       "      <td>0.186550</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>275</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>132.562500</td>\n",
       "      <td>0.177500</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>276</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>90.875000</td>\n",
       "      <td>0.207578</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>277</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.694326</td>\n",
       "      <td>111.593750</td>\n",
       "      <td>0.153140</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>278</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>135.531250</td>\n",
       "      <td>0.174790</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>279</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>65.843750</td>\n",
       "      <td>0.139583</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>280</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.784810</td>\n",
       "      <td>57.062500</td>\n",
       "      <td>0.156776</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>281</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>108.031250</td>\n",
       "      <td>0.336969</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>282</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>75.750000</td>\n",
       "      <td>0.158644</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>283</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>118.031250</td>\n",
       "      <td>0.175924</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>284</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>125.843750</td>\n",
       "      <td>0.110296</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>285</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>81.937500</td>\n",
       "      <td>0.164976</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>286</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.531250</td>\n",
       "      <td>0.232437</td>\n",
       "      <td>141.250000</td>\n",
       "      <td>0.243961</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>287</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>136.343750</td>\n",
       "      <td>0.106917</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>288</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>69.125000</td>\n",
       "      <td>0.167327</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>289</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>115.406250</td>\n",
       "      <td>0.152474</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>290</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>111.625000</td>\n",
       "      <td>0.143797</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>291</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>102.750000</td>\n",
       "      <td>0.115108</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>292</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>109.687500</td>\n",
       "      <td>0.150196</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>293</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>124.875000</td>\n",
       "      <td>0.134601</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>294</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>279.031250</td>\n",
       "      <td>0.106150</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>295</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.064694</td>\n",
       "      <td>242.718750</td>\n",
       "      <td>0.538067</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>296</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.409213</td>\n",
       "      <td>121.156250</td>\n",
       "      <td>0.191458</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>297</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.311455</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>0.415297</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>298</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>157.437500</td>\n",
       "      <td>0.146224</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>299</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.636534</td>\n",
       "      <td>119.906250</td>\n",
       "      <td>0.153402</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>300</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>115.375000</td>\n",
       "      <td>0.177947</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>301</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>0.585990</td>\n",
       "      <td>147.250000</td>\n",
       "      <td>0.160902</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>302</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>145.125000</td>\n",
       "      <td>0.133089</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>303</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>111.781250</td>\n",
       "      <td>0.170916</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>304</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>81.625000</td>\n",
       "      <td>0.248046</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>305</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>93.281250</td>\n",
       "      <td>0.195012</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>306</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>103.625000</td>\n",
       "      <td>0.156716</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>307</td>\n",
       "      <td>0.026000</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>112.062500</td>\n",
       "      <td>25.988422</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>308</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>57.250000</td>\n",
       "      <td>0.155521</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>309</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.542910</td>\n",
       "      <td>160.468750</td>\n",
       "      <td>0.222576</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>310</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>159.656250</td>\n",
       "      <td>0.131562</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>311</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>145.718750</td>\n",
       "      <td>0.251454</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>312</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>164.968750</td>\n",
       "      <td>0.128631</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>313</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>148.343750</td>\n",
       "      <td>0.151842</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>314</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.765209</td>\n",
       "      <td>156.000000</td>\n",
       "      <td>0.227803</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>315</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.882608</td>\n",
       "      <td>144.156250</td>\n",
       "      <td>0.159454</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>316</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>127.343750</td>\n",
       "      <td>0.140917</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>317</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>86.656250</td>\n",
       "      <td>0.165941</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>318</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>177.468750</td>\n",
       "      <td>0.180599</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>319</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>131.531250</td>\n",
       "      <td>0.121146</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>320</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.140625</td>\n",
       "      <td>0.302058</td>\n",
       "      <td>153.062500</td>\n",
       "      <td>0.156289</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>321</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.452426</td>\n",
       "      <td>256.437500</td>\n",
       "      <td>0.119736</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>322</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>179.125000</td>\n",
       "      <td>0.139253</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>323</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>92.906250</td>\n",
       "      <td>0.169637</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>324</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.286898</td>\n",
       "      <td>145.906250</td>\n",
       "      <td>0.234031</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>325</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.596474</td>\n",
       "      <td>198.875000</td>\n",
       "      <td>0.178663</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>326</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.719687</td>\n",
       "      <td>232.718750</td>\n",
       "      <td>0.093941</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>327</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>219.625000</td>\n",
       "      <td>0.135250</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>328</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>148.562500</td>\n",
       "      <td>0.604647</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>329</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>121.750000</td>\n",
       "      <td>0.227214</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>330</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.667988</td>\n",
       "      <td>204.781250</td>\n",
       "      <td>0.121965</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>331</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>0.319174</td>\n",
       "      <td>278.906250</td>\n",
       "      <td>0.153998</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>332</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>193.593750</td>\n",
       "      <td>0.405907</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>333</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>231.406250</td>\n",
       "      <td>0.139631</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>334</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>0.919178</td>\n",
       "      <td>237.437500</td>\n",
       "      <td>0.448889</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>335</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>208.312500</td>\n",
       "      <td>0.235978</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>336</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.365019</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>0.162112</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>337</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.545672</td>\n",
       "      <td>102.562500</td>\n",
       "      <td>0.171366</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>338</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.542910</td>\n",
       "      <td>154.375000</td>\n",
       "      <td>0.194740</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>339</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>185.156250</td>\n",
       "      <td>0.184748</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>340</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>169.562500</td>\n",
       "      <td>0.161584</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>341</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>79.062500</td>\n",
       "      <td>0.188843</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>342</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>180.718750</td>\n",
       "      <td>0.742854</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>343</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>215.468750</td>\n",
       "      <td>0.163177</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>344</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>139.187500</td>\n",
       "      <td>0.154228</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>345</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>261.062500</td>\n",
       "      <td>0.129784</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>346</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.521756</td>\n",
       "      <td>280.843750</td>\n",
       "      <td>0.144223</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>347</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.890625</td>\n",
       "      <td>0.278835</td>\n",
       "      <td>308.031250</td>\n",
       "      <td>0.218836</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>348</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>160.156250</td>\n",
       "      <td>0.244244</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>349</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>192.468750</td>\n",
       "      <td>0.179287</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>350</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>95.218750</td>\n",
       "      <td>0.270626</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>351</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>107.187500</td>\n",
       "      <td>0.142000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>352</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.556580</td>\n",
       "      <td>207.625000</td>\n",
       "      <td>0.172981</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>353</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.828125</td>\n",
       "      <td>0.741075</td>\n",
       "      <td>314.718750</td>\n",
       "      <td>0.128819</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>354</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>287.187500</td>\n",
       "      <td>0.116826</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>355</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.857254</td>\n",
       "      <td>149.437500</td>\n",
       "      <td>0.164479</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>356</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.898461</td>\n",
       "      <td>182.156250</td>\n",
       "      <td>0.257435</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>357</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.496620</td>\n",
       "      <td>197.625000</td>\n",
       "      <td>0.264207</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>358</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>207.906250</td>\n",
       "      <td>0.142371</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>359</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.541796</td>\n",
       "      <td>126.281250</td>\n",
       "      <td>0.174859</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>360</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>137.718750</td>\n",
       "      <td>0.226584</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>361</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>0.163175</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>362</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.906250</td>\n",
       "      <td>0.697352</td>\n",
       "      <td>212.687500</td>\n",
       "      <td>0.156383</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>363</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.796875</td>\n",
       "      <td>0.766012</td>\n",
       "      <td>313.531250</td>\n",
       "      <td>0.156414</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>364</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>203.125000</td>\n",
       "      <td>0.178211</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>365</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>184.937500</td>\n",
       "      <td>0.181002</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>366</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.343750</td>\n",
       "      <td>0.696683</td>\n",
       "      <td>247.468750</td>\n",
       "      <td>0.137981</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>367</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.947739</td>\n",
       "      <td>161.406250</td>\n",
       "      <td>0.289134</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>368</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.255506</td>\n",
       "      <td>328.406250</td>\n",
       "      <td>0.203110</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>369</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.218750</td>\n",
       "      <td>0.651917</td>\n",
       "      <td>209.125000</td>\n",
       "      <td>0.226391</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>370</td>\n",
       "      <td>0.002200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.153082</td>\n",
       "      <td>339.281250</td>\n",
       "      <td>2.244124</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>371</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>0.289319</td>\n",
       "      <td>292.031250</td>\n",
       "      <td>0.210927</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>372</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.531250</td>\n",
       "      <td>0.405046</td>\n",
       "      <td>390.625000</td>\n",
       "      <td>0.238577</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>373</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.980459</td>\n",
       "      <td>232.000000</td>\n",
       "      <td>0.148219</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>374</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.718750</td>\n",
       "      <td>0.586232</td>\n",
       "      <td>405.625000</td>\n",
       "      <td>0.143424</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>375</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.578125</td>\n",
       "      <td>0.333513</td>\n",
       "      <td>376.687500</td>\n",
       "      <td>0.118146</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>376</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.531250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>275.187500</td>\n",
       "      <td>0.173243</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>377</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.656522</td>\n",
       "      <td>206.562500</td>\n",
       "      <td>0.145465</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>378</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.859375</td>\n",
       "      <td>0.616075</td>\n",
       "      <td>103.937500</td>\n",
       "      <td>0.172472</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>379</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.015625</td>\n",
       "      <td>0.711022</td>\n",
       "      <td>283.937500</td>\n",
       "      <td>0.125157</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>380</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.377707</td>\n",
       "      <td>311.656250</td>\n",
       "      <td>0.221123</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>381</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.623794</td>\n",
       "      <td>223.937500</td>\n",
       "      <td>0.166644</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>382</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.520774</td>\n",
       "      <td>191.031250</td>\n",
       "      <td>0.207633</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>383</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>159.656250</td>\n",
       "      <td>0.174899</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>384</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.088388</td>\n",
       "      <td>285.406250</td>\n",
       "      <td>0.174993</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>385</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>134.281250</td>\n",
       "      <td>0.194984</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>386</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.623794</td>\n",
       "      <td>208.437500</td>\n",
       "      <td>0.194473</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>387</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.463892</td>\n",
       "      <td>253.062500</td>\n",
       "      <td>0.253124</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>388</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.621964</td>\n",
       "      <td>395.781250</td>\n",
       "      <td>0.546500</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>389</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>285.343750</td>\n",
       "      <td>0.164448</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>390</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>279.625000</td>\n",
       "      <td>0.199312</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>391</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>239.218750</td>\n",
       "      <td>0.175479</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>392</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>115.281250</td>\n",
       "      <td>0.186342</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>393</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.765625</td>\n",
       "      <td>0.595024</td>\n",
       "      <td>226.593750</td>\n",
       "      <td>0.139840</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>394</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.703125</td>\n",
       "      <td>0.621628</td>\n",
       "      <td>362.406250</td>\n",
       "      <td>0.322124</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>395</td>\n",
       "      <td>0.092100</td>\n",
       "      <td>1.140625</td>\n",
       "      <td>0.832940</td>\n",
       "      <td>277.093750</td>\n",
       "      <td>92.064896</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>396</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.703125</td>\n",
       "      <td>0.344761</td>\n",
       "      <td>194.187500</td>\n",
       "      <td>0.138091</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>397</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>304.875000</td>\n",
       "      <td>0.118519</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>398</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.243592</td>\n",
       "      <td>407.562500</td>\n",
       "      <td>0.119684</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>399</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.503701</td>\n",
       "      <td>286.531250</td>\n",
       "      <td>0.150642</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>400</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>236.468750</td>\n",
       "      <td>0.622312</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>401</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.953125</td>\n",
       "      <td>0.132583</td>\n",
       "      <td>265.156250</td>\n",
       "      <td>0.188458</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>402</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>205.906250</td>\n",
       "      <td>0.220424</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>403</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>284.625000</td>\n",
       "      <td>0.169853</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>404</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.843783</td>\n",
       "      <td>119.375000</td>\n",
       "      <td>0.723895</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>405</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>204.968750</td>\n",
       "      <td>0.190889</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>406</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>186.531250</td>\n",
       "      <td>0.179521</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.804447</td>\n",
       "      <td>275.437500</td>\n",
       "      <td>0.218151</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>408</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.593750</td>\n",
       "      <td>0.289319</td>\n",
       "      <td>195.500000</td>\n",
       "      <td>0.176060</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>409</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.409213</td>\n",
       "      <td>338.125000</td>\n",
       "      <td>0.168939</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>410</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>126.250000</td>\n",
       "      <td>0.224910</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>411</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.234640</td>\n",
       "      <td>262.062500</td>\n",
       "      <td>0.179621</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>412</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>219.062500</td>\n",
       "      <td>0.168443</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>413</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>0.523940</td>\n",
       "      <td>298.468750</td>\n",
       "      <td>0.306055</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>414</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.596474</td>\n",
       "      <td>210.718750</td>\n",
       "      <td>0.153666</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>415</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>231.312500</td>\n",
       "      <td>0.238033</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>416</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>179.468750</td>\n",
       "      <td>0.345405</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>417</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.714278</td>\n",
       "      <td>204.562500</td>\n",
       "      <td>0.155909</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>418</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>90.406250</td>\n",
       "      <td>0.389255</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>419</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.507869</td>\n",
       "      <td>221.812500</td>\n",
       "      <td>0.176679</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>420</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.542241</td>\n",
       "      <td>170.843750</td>\n",
       "      <td>0.186521</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>421</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.125000</td>\n",
       "      <td>0.208595</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>422</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>194.750000</td>\n",
       "      <td>0.172794</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>423</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.734375</td>\n",
       "      <td>0.596474</td>\n",
       "      <td>218.125000</td>\n",
       "      <td>0.152512</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>424</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.499698</td>\n",
       "      <td>219.187500</td>\n",
       "      <td>0.168373</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>425</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.447017</td>\n",
       "      <td>194.031250</td>\n",
       "      <td>0.163886</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>426</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>276.687500</td>\n",
       "      <td>0.206233</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>427</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>152.375000</td>\n",
       "      <td>0.310096</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>428</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.343750</td>\n",
       "      <td>0.289319</td>\n",
       "      <td>214.375000</td>\n",
       "      <td>0.405241</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>429</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.702812</td>\n",
       "      <td>136.156250</td>\n",
       "      <td>0.453266</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>430</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.225965</td>\n",
       "      <td>243.718750</td>\n",
       "      <td>0.265973</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>431</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.551196</td>\n",
       "      <td>220.875000</td>\n",
       "      <td>0.242964</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>432</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>153.406250</td>\n",
       "      <td>0.233769</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>433</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>124.187500</td>\n",
       "      <td>0.218338</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>434</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.671875</td>\n",
       "      <td>0.421703</td>\n",
       "      <td>338.531250</td>\n",
       "      <td>0.154276</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>435</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>146.187500</td>\n",
       "      <td>0.384915</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>436</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.718750</td>\n",
       "      <td>0.488064</td>\n",
       "      <td>218.531250</td>\n",
       "      <td>0.279042</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>437</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>126.093750</td>\n",
       "      <td>0.186367</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>438</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>74.031250</td>\n",
       "      <td>0.221749</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>439</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.694365</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.272588</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>440</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.738520</td>\n",
       "      <td>254.687500</td>\n",
       "      <td>0.161735</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>441</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>247.468750</td>\n",
       "      <td>0.222530</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>442</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>137.375000</td>\n",
       "      <td>0.186896</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>443</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>303.312500</td>\n",
       "      <td>0.139017</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>444</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>177.843750</td>\n",
       "      <td>0.433105</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.640625</td>\n",
       "      <td>0.477561</td>\n",
       "      <td>258.968750</td>\n",
       "      <td>0.203238</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>446</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>255.281250</td>\n",
       "      <td>0.182351</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>447</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>133.750000</td>\n",
       "      <td>0.261121</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>448</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.533754</td>\n",
       "      <td>279.687500</td>\n",
       "      <td>0.159983</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>449</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>137.125000</td>\n",
       "      <td>0.554698</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>450</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.816463</td>\n",
       "      <td>113.750000</td>\n",
       "      <td>0.241979</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>451</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>224.843750</td>\n",
       "      <td>0.351759</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>452</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>69.656250</td>\n",
       "      <td>0.187580</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>453</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>76.406250</td>\n",
       "      <td>0.335986</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>454</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.203125</td>\n",
       "      <td>0.690144</td>\n",
       "      <td>218.437500</td>\n",
       "      <td>0.191036</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>455</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>176.625000</td>\n",
       "      <td>0.202184</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>456</td>\n",
       "      <td>0.003900</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>186.687500</td>\n",
       "      <td>3.860249</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>457</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.554159</td>\n",
       "      <td>147.406250</td>\n",
       "      <td>0.278101</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>458</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.882568</td>\n",
       "      <td>252.250000</td>\n",
       "      <td>0.186578</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>459</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>221.625000</td>\n",
       "      <td>0.200644</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>460</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>230.781250</td>\n",
       "      <td>0.173381</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>461</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.871103</td>\n",
       "      <td>149.531250</td>\n",
       "      <td>0.193925</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>462</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>276.031250</td>\n",
       "      <td>0.203847</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>463</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.656250</td>\n",
       "      <td>0.481135</td>\n",
       "      <td>184.062500</td>\n",
       "      <td>0.145997</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>464</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>86.937500</td>\n",
       "      <td>0.168795</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>465</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.702812</td>\n",
       "      <td>115.156250</td>\n",
       "      <td>0.312467</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>466</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.542910</td>\n",
       "      <td>291.187500</td>\n",
       "      <td>0.136400</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>467</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>107.593750</td>\n",
       "      <td>0.255024</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>468</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>169.625000</td>\n",
       "      <td>0.207776</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>469</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.548093</td>\n",
       "      <td>335.312500</td>\n",
       "      <td>0.293513</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>470</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.532426</td>\n",
       "      <td>225.406250</td>\n",
       "      <td>0.173261</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>471</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>218.875000</td>\n",
       "      <td>0.175701</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>472</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>177.093750</td>\n",
       "      <td>0.210806</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>473</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>134.125000</td>\n",
       "      <td>0.226830</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>474</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>172.718750</td>\n",
       "      <td>0.406551</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>475</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.088388</td>\n",
       "      <td>356.406250</td>\n",
       "      <td>0.166644</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>360.812500</td>\n",
       "      <td>0.274999</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>477</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>197.281250</td>\n",
       "      <td>0.248134</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>478</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>281.906250</td>\n",
       "      <td>0.153980</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>479</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.593750</td>\n",
       "      <td>0.319843</td>\n",
       "      <td>336.156250</td>\n",
       "      <td>0.215323</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>480</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>270.250000</td>\n",
       "      <td>0.168194</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>481</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.507869</td>\n",
       "      <td>340.625000</td>\n",
       "      <td>0.202954</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>482</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>306.250000</td>\n",
       "      <td>0.317436</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>483</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.784810</td>\n",
       "      <td>237.687500</td>\n",
       "      <td>0.201633</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>484</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>151.375000</td>\n",
       "      <td>0.185277</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>485</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.534424</td>\n",
       "      <td>322.000000</td>\n",
       "      <td>0.214817</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>486</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.341325</td>\n",
       "      <td>424.781250</td>\n",
       "      <td>0.274222</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>487</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>246.968750</td>\n",
       "      <td>0.207828</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>488</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>244.312500</td>\n",
       "      <td>0.216732</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>489</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>188.750000</td>\n",
       "      <td>0.128978</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>490</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>319.468750</td>\n",
       "      <td>0.142688</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>491</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>199.687500</td>\n",
       "      <td>0.172246</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>492</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>239.156250</td>\n",
       "      <td>0.151269</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>493</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.406250</td>\n",
       "      <td>0.548093</td>\n",
       "      <td>280.562500</td>\n",
       "      <td>0.245367</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>494</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>240.312500</td>\n",
       "      <td>0.245596</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>495</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.796875</td>\n",
       "      <td>0.282981</td>\n",
       "      <td>268.937500</td>\n",
       "      <td>0.195085</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>496</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.078125</td>\n",
       "      <td>0.333513</td>\n",
       "      <td>360.093750</td>\n",
       "      <td>0.148750</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>497</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>298.093750</td>\n",
       "      <td>0.178839</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>498</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>151.718750</td>\n",
       "      <td>0.417168</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>499</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>184.281250</td>\n",
       "      <td>0.215225</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>500</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>102.468750</td>\n",
       "      <td>0.388832</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>501</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.828125</td>\n",
       "      <td>0.576018</td>\n",
       "      <td>320.968750</td>\n",
       "      <td>0.168405</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>502</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>67.531250</td>\n",
       "      <td>0.221815</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>503</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>222.781250</td>\n",
       "      <td>0.215608</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>504</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>271.281250</td>\n",
       "      <td>0.157187</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>505</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.541796</td>\n",
       "      <td>362.375000</td>\n",
       "      <td>0.186031</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>506</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>271.437500</td>\n",
       "      <td>0.156975</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>507</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>208.812500</td>\n",
       "      <td>0.193804</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>508</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.503701</td>\n",
       "      <td>225.281250</td>\n",
       "      <td>0.161427</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>509</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>184.593750</td>\n",
       "      <td>0.191691</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>510</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>154.562500</td>\n",
       "      <td>0.183238</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>511</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>86.625000</td>\n",
       "      <td>0.225063</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>512</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>132.468750</td>\n",
       "      <td>0.157633</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>513</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.683211</td>\n",
       "      <td>179.187500</td>\n",
       "      <td>0.188184</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>514</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>179.375000</td>\n",
       "      <td>0.201444</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>515</td>\n",
       "      <td>0.002700</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.694326</td>\n",
       "      <td>164.562500</td>\n",
       "      <td>2.741312</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>516</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>184.437500</td>\n",
       "      <td>0.178872</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>517</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.747007</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>0.209100</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>518</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>221.437500</td>\n",
       "      <td>0.175645</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>519</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.781250</td>\n",
       "      <td>0.700647</td>\n",
       "      <td>182.625000</td>\n",
       "      <td>0.182186</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>520</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>255.843750</td>\n",
       "      <td>0.194118</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>521</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.534424</td>\n",
       "      <td>213.875000</td>\n",
       "      <td>0.234861</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>522</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.534522</td>\n",
       "      <td>173.968750</td>\n",
       "      <td>0.325496</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>523</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>249.968750</td>\n",
       "      <td>0.192290</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>524</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.419698</td>\n",
       "      <td>133.812500</td>\n",
       "      <td>0.229640</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>525</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>119.843750</td>\n",
       "      <td>0.294333</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>526</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>95.156250</td>\n",
       "      <td>0.185009</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>527</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>171.187500</td>\n",
       "      <td>0.199312</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>528</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>220.781250</td>\n",
       "      <td>0.217710</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>529</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.961626</td>\n",
       "      <td>147.718750</td>\n",
       "      <td>0.182176</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>530</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>138.531250</td>\n",
       "      <td>0.238744</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>531</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>121.093750</td>\n",
       "      <td>0.229617</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>532</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>167.375000</td>\n",
       "      <td>0.174041</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>533</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>223.343750</td>\n",
       "      <td>0.176986</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>534</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>179.531250</td>\n",
       "      <td>0.163521</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>535</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.678472</td>\n",
       "      <td>248.156250</td>\n",
       "      <td>0.168718</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>536</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>139.406250</td>\n",
       "      <td>0.204366</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>537</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>269.937500</td>\n",
       "      <td>0.201554</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>538</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>181.031250</td>\n",
       "      <td>0.201055</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>539</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>221.093750</td>\n",
       "      <td>0.192005</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>540</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.419698</td>\n",
       "      <td>206.812500</td>\n",
       "      <td>0.576408</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>541</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>153.437500</td>\n",
       "      <td>0.242382</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>542</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>187.625000</td>\n",
       "      <td>0.183269</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>543</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>154.406250</td>\n",
       "      <td>0.256662</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>544</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>319.187500</td>\n",
       "      <td>0.251204</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>545</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>246.875000</td>\n",
       "      <td>0.217060</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>546</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>236.093750</td>\n",
       "      <td>0.172734</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>547</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.735156</td>\n",
       "      <td>345.187500</td>\n",
       "      <td>0.120758</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>548</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>140.531250</td>\n",
       "      <td>0.167543</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>549</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.906948</td>\n",
       "      <td>411.843750</td>\n",
       "      <td>0.158816</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>550</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>201.343750</td>\n",
       "      <td>0.312041</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>551</td>\n",
       "      <td>0.057400</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>141.375000</td>\n",
       "      <td>57.447735</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>552</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.871103</td>\n",
       "      <td>209.031250</td>\n",
       "      <td>0.192269</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>553</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.203125</td>\n",
       "      <td>0.551840</td>\n",
       "      <td>339.343750</td>\n",
       "      <td>0.175022</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>554</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>153.843750</td>\n",
       "      <td>0.182544</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>555</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.531250</td>\n",
       "      <td>0.537501</td>\n",
       "      <td>321.656250</td>\n",
       "      <td>0.407120</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>556</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.703125</td>\n",
       "      <td>0.507416</td>\n",
       "      <td>321.125000</td>\n",
       "      <td>0.482605</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>557</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>168.062500</td>\n",
       "      <td>0.172687</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>558</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>164.406250</td>\n",
       "      <td>0.223611</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>559</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>201.656250</td>\n",
       "      <td>0.306482</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>560</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>247.875000</td>\n",
       "      <td>0.163592</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>561</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>0.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>193.593750</td>\n",
       "      <td>0.684326</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>562</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>162.781250</td>\n",
       "      <td>0.166142</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>563</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.493976</td>\n",
       "      <td>202.125000</td>\n",
       "      <td>0.277638</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>564</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>98.875000</td>\n",
       "      <td>0.244537</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>565</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>185.656250</td>\n",
       "      <td>0.219953</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>566</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>192.593750</td>\n",
       "      <td>0.227390</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>567</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.843750</td>\n",
       "      <td>0.386493</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>568</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>163.875000</td>\n",
       "      <td>0.761139</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>569</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>150.062500</td>\n",
       "      <td>0.148528</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>570</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>265.718750</td>\n",
       "      <td>0.191500</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>571</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>179.875000</td>\n",
       "      <td>0.203714</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>572</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>128.187500</td>\n",
       "      <td>0.229386</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>573</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.968750</td>\n",
       "      <td>0.195705</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>574</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>161.656250</td>\n",
       "      <td>0.183191</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>575</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.421703</td>\n",
       "      <td>154.062500</td>\n",
       "      <td>0.215535</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>576</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.286898</td>\n",
       "      <td>199.281250</td>\n",
       "      <td>0.276207</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>577</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>72.812500</td>\n",
       "      <td>0.180073</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>578</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>120.687500</td>\n",
       "      <td>0.201902</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>579</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.570230</td>\n",
       "      <td>272.718750</td>\n",
       "      <td>0.842335</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>580</td>\n",
       "      <td>0.005200</td>\n",
       "      <td>1.718750</td>\n",
       "      <td>0.463222</td>\n",
       "      <td>197.468750</td>\n",
       "      <td>5.201498</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>581</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>160.218750</td>\n",
       "      <td>0.184945</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>582</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>180.312500</td>\n",
       "      <td>0.211986</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>583</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>286.968750</td>\n",
       "      <td>0.148165</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>584</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>149.781250</td>\n",
       "      <td>0.152634</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>585</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.031250</td>\n",
       "      <td>0.583900</td>\n",
       "      <td>236.781250</td>\n",
       "      <td>0.592688</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>586</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.945733</td>\n",
       "      <td>238.656250</td>\n",
       "      <td>0.186662</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>587</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.686959</td>\n",
       "      <td>282.468750</td>\n",
       "      <td>0.997020</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>588</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>103.437500</td>\n",
       "      <td>0.247635</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>589</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>253.593750</td>\n",
       "      <td>0.189122</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>590</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>0.231387</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>591</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>0.209421</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>592</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>140.156250</td>\n",
       "      <td>0.252622</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>593</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>117.750000</td>\n",
       "      <td>0.194228</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>594</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>214.812500</td>\n",
       "      <td>0.196754</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>595</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>113.968750</td>\n",
       "      <td>0.388051</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>596</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.302969</td>\n",
       "      <td>271.375000</td>\n",
       "      <td>0.190363</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>597</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>119.250000</td>\n",
       "      <td>0.304678</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>598</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>202.875000</td>\n",
       "      <td>0.189756</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>599</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.816463</td>\n",
       "      <td>123.531250</td>\n",
       "      <td>0.175317</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>600</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>89.093750</td>\n",
       "      <td>0.198027</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>601</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.015625</td>\n",
       "      <td>0.599660</td>\n",
       "      <td>489.875000</td>\n",
       "      <td>0.124822</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>602</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>0.843750</td>\n",
       "      <td>0.722666</td>\n",
       "      <td>365.937500</td>\n",
       "      <td>0.335792</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>603</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>220.593750</td>\n",
       "      <td>0.168543</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>604</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>137.000000</td>\n",
       "      <td>0.232806</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>605</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.711299</td>\n",
       "      <td>160.343750</td>\n",
       "      <td>0.220440</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>606</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>171.500000</td>\n",
       "      <td>0.136839</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>607</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>198.156250</td>\n",
       "      <td>0.190805</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>608</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>245.656250</td>\n",
       "      <td>0.220755</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>609</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>185.375000</td>\n",
       "      <td>0.188400</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>610</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.343750</td>\n",
       "      <td>0.605874</td>\n",
       "      <td>336.250000</td>\n",
       "      <td>0.174961</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>611</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>59.593750</td>\n",
       "      <td>0.196362</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>612</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>302.218750</td>\n",
       "      <td>0.185975</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>613</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.711299</td>\n",
       "      <td>200.406250</td>\n",
       "      <td>0.179442</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>614</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>202.343750</td>\n",
       "      <td>0.166347</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>615</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.859375</td>\n",
       "      <td>0.719018</td>\n",
       "      <td>224.906250</td>\n",
       "      <td>0.186193</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>616</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.879589</td>\n",
       "      <td>226.125000</td>\n",
       "      <td>0.222070</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>617</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.406250</td>\n",
       "      <td>0.234640</td>\n",
       "      <td>270.218750</td>\n",
       "      <td>0.216089</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>618</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>233.218750</td>\n",
       "      <td>0.159709</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>619</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.906250</td>\n",
       "      <td>0.768956</td>\n",
       "      <td>174.343750</td>\n",
       "      <td>0.198584</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>620</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>180.250000</td>\n",
       "      <td>0.200960</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>621</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>181.500000</td>\n",
       "      <td>0.166524</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>622</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>257.937500</td>\n",
       "      <td>0.235886</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>623</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.656250</td>\n",
       "      <td>0.433386</td>\n",
       "      <td>266.156250</td>\n",
       "      <td>0.216713</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>624</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.656250</td>\n",
       "      <td>0.496620</td>\n",
       "      <td>364.812500</td>\n",
       "      <td>0.452497</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>625</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>284.218750</td>\n",
       "      <td>0.833089</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>626</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>306.968750</td>\n",
       "      <td>0.137709</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>627</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.468750</td>\n",
       "      <td>0.952762</td>\n",
       "      <td>349.000000</td>\n",
       "      <td>0.203073</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>628</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.781250</td>\n",
       "      <td>0.660552</td>\n",
       "      <td>316.468750</td>\n",
       "      <td>0.198747</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>629</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.730171</td>\n",
       "      <td>193.812500</td>\n",
       "      <td>0.188063</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>630</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.789105</td>\n",
       "      <td>164.437500</td>\n",
       "      <td>0.955169</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>631</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.722765</td>\n",
       "      <td>225.031250</td>\n",
       "      <td>0.253707</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>632</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>126.593750</td>\n",
       "      <td>1.225372</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>633</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>198.375000</td>\n",
       "      <td>0.200889</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>634</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.093750</td>\n",
       "      <td>0.523940</td>\n",
       "      <td>269.062500</td>\n",
       "      <td>0.202001</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>635</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>228.625000</td>\n",
       "      <td>0.266539</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>636</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>157.281250</td>\n",
       "      <td>0.167953</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>637</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.203125</td>\n",
       "      <td>0.892772</td>\n",
       "      <td>317.531250</td>\n",
       "      <td>0.176101</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>638</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>169.468750</td>\n",
       "      <td>0.239175</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>639</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>307.468750</td>\n",
       "      <td>1.084354</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>640</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.593750</td>\n",
       "      <td>0.376485</td>\n",
       "      <td>215.687500</td>\n",
       "      <td>0.208972</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>641</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.534424</td>\n",
       "      <td>281.187500</td>\n",
       "      <td>0.261040</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>642</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.476477</td>\n",
       "      <td>401.593750</td>\n",
       "      <td>0.429879</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>643</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.762475</td>\n",
       "      <td>311.812500</td>\n",
       "      <td>0.183533</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>644</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.507104</td>\n",
       "      <td>241.218750</td>\n",
       "      <td>0.200468</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>645</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.556580</td>\n",
       "      <td>430.843750</td>\n",
       "      <td>0.160537</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>646</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.868657</td>\n",
       "      <td>331.250000</td>\n",
       "      <td>0.308762</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>647</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.670753</td>\n",
       "      <td>265.937500</td>\n",
       "      <td>0.241161</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>648</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.015625</td>\n",
       "      <td>0.815783</td>\n",
       "      <td>467.781250</td>\n",
       "      <td>0.121189</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>649</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.639999</td>\n",
       "      <td>256.656250</td>\n",
       "      <td>0.336453</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>650</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.343750</td>\n",
       "      <td>0.641680</td>\n",
       "      <td>257.781250</td>\n",
       "      <td>0.389357</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>651</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.534522</td>\n",
       "      <td>193.062500</td>\n",
       "      <td>0.247335</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>652</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.605957</td>\n",
       "      <td>410.093750</td>\n",
       "      <td>0.169784</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>653</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>92.031250</td>\n",
       "      <td>0.216432</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>654</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.453125</td>\n",
       "      <td>0.654357</td>\n",
       "      <td>261.843750</td>\n",
       "      <td>0.195648</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>655</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>206.281250</td>\n",
       "      <td>0.173191</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>656</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.779350</td>\n",
       "      <td>251.250000</td>\n",
       "      <td>0.241106</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>657</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.031250</td>\n",
       "      <td>0.682219</td>\n",
       "      <td>399.656250</td>\n",
       "      <td>0.163875</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>658</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.140625</td>\n",
       "      <td>0.895715</td>\n",
       "      <td>239.750000</td>\n",
       "      <td>0.226033</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>659</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>359.218750</td>\n",
       "      <td>0.452630</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>660</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.281250</td>\n",
       "      <td>0.483492</td>\n",
       "      <td>286.468750</td>\n",
       "      <td>0.269123</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>661</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.234375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>167.656250</td>\n",
       "      <td>0.211666</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>662</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.843783</td>\n",
       "      <td>179.250000</td>\n",
       "      <td>0.251316</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>663</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>245.656250</td>\n",
       "      <td>0.319321</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>664</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.686959</td>\n",
       "      <td>212.937500</td>\n",
       "      <td>0.191241</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>665</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>208.812500</td>\n",
       "      <td>0.182717</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>666</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.953125</td>\n",
       "      <td>0.935532</td>\n",
       "      <td>466.750000</td>\n",
       "      <td>0.152181</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>667</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.140625</td>\n",
       "      <td>0.808059</td>\n",
       "      <td>430.218750</td>\n",
       "      <td>0.153079</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>668</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>125.937500</td>\n",
       "      <td>0.280358</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>669</td>\n",
       "      <td>0.010500</td>\n",
       "      <td>2.109375</td>\n",
       "      <td>0.833299</td>\n",
       "      <td>153.687500</td>\n",
       "      <td>10.458113</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>670</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.760542</td>\n",
       "      <td>412.593750</td>\n",
       "      <td>0.168828</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>671</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.328125</td>\n",
       "      <td>0.703626</td>\n",
       "      <td>407.906250</td>\n",
       "      <td>0.170126</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>672</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.781250</td>\n",
       "      <td>0.726736</td>\n",
       "      <td>278.625000</td>\n",
       "      <td>0.234759</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>673</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.596474</td>\n",
       "      <td>379.312500</td>\n",
       "      <td>0.188657</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>674</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.369052</td>\n",
       "      <td>420.031250</td>\n",
       "      <td>0.276891</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>675</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.702813</td>\n",
       "      <td>165.375000</td>\n",
       "      <td>0.190805</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>676</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.810974</td>\n",
       "      <td>231.500000</td>\n",
       "      <td>0.346822</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>677</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.777930</td>\n",
       "      <td>560.937500</td>\n",
       "      <td>0.188622</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>678</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.776515</td>\n",
       "      <td>486.500000</td>\n",
       "      <td>0.179918</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>679</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>219.625000</td>\n",
       "      <td>0.167692</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>680</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.328125</td>\n",
       "      <td>0.455611</td>\n",
       "      <td>374.250000</td>\n",
       "      <td>0.222803</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>681</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.765625</td>\n",
       "      <td>0.531589</td>\n",
       "      <td>321.843750</td>\n",
       "      <td>0.181191</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>682</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.890625</td>\n",
       "      <td>0.578774</td>\n",
       "      <td>256.500000</td>\n",
       "      <td>0.227535</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>683</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>217.843750</td>\n",
       "      <td>0.371807</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>684</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>304.687500</td>\n",
       "      <td>0.458262</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>685</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>200.093750</td>\n",
       "      <td>0.214233</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>686</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>182.218750</td>\n",
       "      <td>0.187316</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>687</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>226.312500</td>\n",
       "      <td>0.189779</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>688</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.702812</td>\n",
       "      <td>215.156250</td>\n",
       "      <td>0.201522</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>689</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.542404</td>\n",
       "      <td>468.031250</td>\n",
       "      <td>0.148965</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>690</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>2.281250</td>\n",
       "      <td>0.304358</td>\n",
       "      <td>158.625000</td>\n",
       "      <td>0.965565</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>691</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.781250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>249.093750</td>\n",
       "      <td>0.266932</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>692</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.859375</td>\n",
       "      <td>0.275649</td>\n",
       "      <td>207.593750</td>\n",
       "      <td>0.274917</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>693</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.906250</td>\n",
       "      <td>0.752229</td>\n",
       "      <td>248.000000</td>\n",
       "      <td>0.533510</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>694</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.031250</td>\n",
       "      <td>0.500945</td>\n",
       "      <td>149.687500</td>\n",
       "      <td>0.428107</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>695</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>250.968750</td>\n",
       "      <td>0.173994</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>696</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.629203</td>\n",
       "      <td>264.781250</td>\n",
       "      <td>0.274733</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>697</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.531250</td>\n",
       "      <td>0.295280</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>698</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.855249</td>\n",
       "      <td>415.812500</td>\n",
       "      <td>0.192467</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>699</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.468750</td>\n",
       "      <td>0.088388</td>\n",
       "      <td>274.656250</td>\n",
       "      <td>0.226511</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>700</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>220.343750</td>\n",
       "      <td>0.272395</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>701</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.296875</td>\n",
       "      <td>0.439298</td>\n",
       "      <td>143.718750</td>\n",
       "      <td>0.259169</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>702</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.542241</td>\n",
       "      <td>343.812500</td>\n",
       "      <td>0.197867</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>703</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.282981</td>\n",
       "      <td>287.562500</td>\n",
       "      <td>0.178548</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>704</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.694326</td>\n",
       "      <td>247.375000</td>\n",
       "      <td>0.191007</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>705</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>187.250000</td>\n",
       "      <td>0.258808</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>706</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>1.007779</td>\n",
       "      <td>230.843750</td>\n",
       "      <td>0.454924</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>707</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>210.562500</td>\n",
       "      <td>0.265778</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>708</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>222.687500</td>\n",
       "      <td>0.224194</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>709</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.859375</td>\n",
       "      <td>0.665009</td>\n",
       "      <td>419.843750</td>\n",
       "      <td>0.198472</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>710</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.797591</td>\n",
       "      <td>196.687500</td>\n",
       "      <td>0.220954</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>711</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>202.218750</td>\n",
       "      <td>0.526558</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>712</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>212.250000</td>\n",
       "      <td>0.197774</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>713</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>0.290826</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>714</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>236.375000</td>\n",
       "      <td>0.835005</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>715</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>153.031250</td>\n",
       "      <td>0.240234</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>716</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>274.531250</td>\n",
       "      <td>0.182131</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>717</td>\n",
       "      <td>0.010700</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>183.156250</td>\n",
       "      <td>10.669155</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>718</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>384.750000</td>\n",
       "      <td>0.248793</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>719</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.702812</td>\n",
       "      <td>224.406250</td>\n",
       "      <td>0.208223</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>720</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>259.062500</td>\n",
       "      <td>0.180440</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>721</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>236.687500</td>\n",
       "      <td>0.174975</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>722</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.879589</td>\n",
       "      <td>250.593750</td>\n",
       "      <td>0.235754</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>723</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>310.750000</td>\n",
       "      <td>0.168900</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>724</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.797591</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>0.216634</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>725</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>102.968750</td>\n",
       "      <td>0.218562</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>726</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>283.093750</td>\n",
       "      <td>0.192441</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>727</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.541796</td>\n",
       "      <td>344.000000</td>\n",
       "      <td>0.475044</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>728</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>160.843750</td>\n",
       "      <td>0.406795</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>729</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>214.343750</td>\n",
       "      <td>0.305708</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>730</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>123.031250</td>\n",
       "      <td>0.427150</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>731</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>136.468750</td>\n",
       "      <td>0.498343</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>732</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.534522</td>\n",
       "      <td>251.625000</td>\n",
       "      <td>1.248305</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>733</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>116.937500</td>\n",
       "      <td>0.521838</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>734</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>277.281250</td>\n",
       "      <td>0.260422</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>735</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.171875</td>\n",
       "      <td>0.452426</td>\n",
       "      <td>352.250000</td>\n",
       "      <td>0.221152</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>736</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.244926</td>\n",
       "      <td>149.875000</td>\n",
       "      <td>0.431279</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>737</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.702813</td>\n",
       "      <td>187.937500</td>\n",
       "      <td>0.217274</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>738</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.710531</td>\n",
       "      <td>204.843750</td>\n",
       "      <td>0.473844</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>739</td>\n",
       "      <td>0.001300</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>192.843750</td>\n",
       "      <td>1.318519</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>740</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>192.218750</td>\n",
       "      <td>0.627948</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>741</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>201.812500</td>\n",
       "      <td>0.520446</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>742</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>146.375000</td>\n",
       "      <td>0.220202</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>743</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>195.843750</td>\n",
       "      <td>0.905948</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>744</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>322.406250</td>\n",
       "      <td>0.188814</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>745</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>216.312500</td>\n",
       "      <td>0.213411</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>746</td>\n",
       "      <td>0.005100</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>138.125000</td>\n",
       "      <td>5.143057</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>747</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>174.593750</td>\n",
       "      <td>0.256005</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>748</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.375000</td>\n",
       "      <td>0.236024</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>749</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>93.281250</td>\n",
       "      <td>0.246033</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>750</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>93.656250</td>\n",
       "      <td>0.421897</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>751</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>126.281250</td>\n",
       "      <td>0.236904</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>752</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>118.468750</td>\n",
       "      <td>0.180593</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>753</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>135.875000</td>\n",
       "      <td>0.270098</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>754</td>\n",
       "      <td>0.050700</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>218.031250</td>\n",
       "      <td>50.724522</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>755</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>133.843750</td>\n",
       "      <td>0.262881</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>756</td>\n",
       "      <td>0.004000</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>1.007779</td>\n",
       "      <td>214.187500</td>\n",
       "      <td>4.026043</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>757</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>176.437500</td>\n",
       "      <td>0.305996</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>758</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>83.500000</td>\n",
       "      <td>0.264859</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>759</td>\n",
       "      <td>0.008500</td>\n",
       "      <td>0.984375</td>\n",
       "      <td>0.365019</td>\n",
       "      <td>277.093750</td>\n",
       "      <td>8.520972</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>760</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>105.718750</td>\n",
       "      <td>0.291149</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>761</td>\n",
       "      <td>0.001600</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>177.437500</td>\n",
       "      <td>1.554803</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>762</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>218.656250</td>\n",
       "      <td>1.118918</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>763</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>1.016265</td>\n",
       "      <td>164.562500</td>\n",
       "      <td>0.218917</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>764</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>112.750000</td>\n",
       "      <td>0.246256</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>765</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>116.312500</td>\n",
       "      <td>0.454138</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>766</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>209.718750</td>\n",
       "      <td>0.285032</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>767</td>\n",
       "      <td>0.066400</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>66.440331</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>768</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>204.031250</td>\n",
       "      <td>0.195488</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>769</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>119.500000</td>\n",
       "      <td>0.518163</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>770</td>\n",
       "      <td>0.002900</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>145.406250</td>\n",
       "      <td>2.908398</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>771</td>\n",
       "      <td>0.002100</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>142.375000</td>\n",
       "      <td>2.082214</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>772</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.680477</td>\n",
       "      <td>374.312500</td>\n",
       "      <td>0.691297</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>773</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>199.375000</td>\n",
       "      <td>0.646840</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>774</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.140625</td>\n",
       "      <td>0.473292</td>\n",
       "      <td>394.625000</td>\n",
       "      <td>0.823124</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>775</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.623794</td>\n",
       "      <td>283.468750</td>\n",
       "      <td>0.217227</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>776</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.218750</td>\n",
       "      <td>0.331092</td>\n",
       "      <td>343.593750</td>\n",
       "      <td>0.199676</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>777</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>0.281815</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>778</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.031250</td>\n",
       "      <td>0.465897</td>\n",
       "      <td>259.500000</td>\n",
       "      <td>0.261688</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>779</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.234375</td>\n",
       "      <td>0.459758</td>\n",
       "      <td>256.062500</td>\n",
       "      <td>0.223899</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>780</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>108.437500</td>\n",
       "      <td>0.216117</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>781</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.234375</td>\n",
       "      <td>0.827929</td>\n",
       "      <td>333.875000</td>\n",
       "      <td>0.260169</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>782</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.730936</td>\n",
       "      <td>284.968750</td>\n",
       "      <td>0.217936</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>783</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.843750</td>\n",
       "      <td>0.411417</td>\n",
       "      <td>235.812500</td>\n",
       "      <td>0.217366</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>784</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.718750</td>\n",
       "      <td>0.331092</td>\n",
       "      <td>341.906250</td>\n",
       "      <td>0.207810</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>785</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.031250</td>\n",
       "      <td>0.465897</td>\n",
       "      <td>271.937500</td>\n",
       "      <td>0.250620</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>786</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>309.843750</td>\n",
       "      <td>0.243171</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>787</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>164.500000</td>\n",
       "      <td>0.320799</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>788</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>259.125000</td>\n",
       "      <td>0.323890</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>789</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.343750</td>\n",
       "      <td>0.903513</td>\n",
       "      <td>488.531250</td>\n",
       "      <td>0.305068</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>790</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.542910</td>\n",
       "      <td>336.906250</td>\n",
       "      <td>0.217480</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>791</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>0.609375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>468.562500</td>\n",
       "      <td>1.527131</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>792</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.311455</td>\n",
       "      <td>202.062500</td>\n",
       "      <td>0.675860</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>793</td>\n",
       "      <td>0.002600</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>201.937500</td>\n",
       "      <td>2.591794</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>794</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.859375</td>\n",
       "      <td>0.533754</td>\n",
       "      <td>246.781250</td>\n",
       "      <td>0.164082</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>795</td>\n",
       "      <td>0.074200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.730171</td>\n",
       "      <td>213.906250</td>\n",
       "      <td>74.190742</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>796</td>\n",
       "      <td>0.002500</td>\n",
       "      <td>1.406250</td>\n",
       "      <td>0.635260</td>\n",
       "      <td>312.406250</td>\n",
       "      <td>2.487664</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>797</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.765209</td>\n",
       "      <td>303.218750</td>\n",
       "      <td>0.435599</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>798</td>\n",
       "      <td>0.001800</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>329.968750</td>\n",
       "      <td>1.830575</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>799</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.593750</td>\n",
       "      <td>0.289120</td>\n",
       "      <td>237.281250</td>\n",
       "      <td>0.495843</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>800</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.843783</td>\n",
       "      <td>229.250000</td>\n",
       "      <td>0.310804</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>801</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.476381</td>\n",
       "      <td>284.312500</td>\n",
       "      <td>0.477165</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>802</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.328125</td>\n",
       "      <td>0.350910</td>\n",
       "      <td>304.593750</td>\n",
       "      <td>0.277884</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>803</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>312.375000</td>\n",
       "      <td>0.253096</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>804</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.678472</td>\n",
       "      <td>355.625000</td>\n",
       "      <td>0.183499</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>805</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.906250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>285.625000</td>\n",
       "      <td>0.154766</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>806</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.467781</td>\n",
       "      <td>321.187500</td>\n",
       "      <td>0.174760</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>807</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>174.781250</td>\n",
       "      <td>0.298535</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>808</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.910232</td>\n",
       "      <td>337.156250</td>\n",
       "      <td>0.219062</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>809</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.812933</td>\n",
       "      <td>344.093750</td>\n",
       "      <td>0.132612</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>810</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.503701</td>\n",
       "      <td>232.781250</td>\n",
       "      <td>0.206328</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>811</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.828229</td>\n",
       "      <td>306.250000</td>\n",
       "      <td>0.398333</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>812</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.628533</td>\n",
       "      <td>283.437500</td>\n",
       "      <td>0.178474</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>813</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.667988</td>\n",
       "      <td>388.812500</td>\n",
       "      <td>0.224656</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>814</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.078125</td>\n",
       "      <td>0.673553</td>\n",
       "      <td>315.593750</td>\n",
       "      <td>0.435386</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>815</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>191.187500</td>\n",
       "      <td>0.252837</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>816</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>183.718750</td>\n",
       "      <td>0.231376</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>817</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>122.781250</td>\n",
       "      <td>0.220097</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>818</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.656250</td>\n",
       "      <td>0.633194</td>\n",
       "      <td>307.031250</td>\n",
       "      <td>0.306813</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>819</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.421875</td>\n",
       "      <td>0.683881</td>\n",
       "      <td>299.187500</td>\n",
       "      <td>0.430225</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>820</td>\n",
       "      <td>0.002400</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>143.781250</td>\n",
       "      <td>2.371967</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>821</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>215.750000</td>\n",
       "      <td>0.272413</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>822</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>183.687500</td>\n",
       "      <td>0.225072</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>823</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.578125</td>\n",
       "      <td>0.478834</td>\n",
       "      <td>271.531250</td>\n",
       "      <td>0.205193</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>824</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.653158</td>\n",
       "      <td>271.781250</td>\n",
       "      <td>0.218585</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>825</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>145.781250</td>\n",
       "      <td>0.201914</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>826</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>221.125000</td>\n",
       "      <td>0.358747</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>827</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>156.562500</td>\n",
       "      <td>0.332001</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>828</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>212.093750</td>\n",
       "      <td>0.422172</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>829</td>\n",
       "      <td>0.001800</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.860658</td>\n",
       "      <td>269.437500</td>\n",
       "      <td>1.828704</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>830</td>\n",
       "      <td>0.005200</td>\n",
       "      <td>1.453125</td>\n",
       "      <td>0.758472</td>\n",
       "      <td>301.968750</td>\n",
       "      <td>5.209840</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>831</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.171875</td>\n",
       "      <td>0.463674</td>\n",
       "      <td>195.687500</td>\n",
       "      <td>0.214612</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>832</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.796875</td>\n",
       "      <td>0.710531</td>\n",
       "      <td>249.281250</td>\n",
       "      <td>0.231954</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>833</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>265.812500</td>\n",
       "      <td>0.237053</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>834</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.911932</td>\n",
       "      <td>243.406250</td>\n",
       "      <td>0.538440</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>835</td>\n",
       "      <td>0.004900</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>196.562500</td>\n",
       "      <td>4.924475</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>836</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>218.000000</td>\n",
       "      <td>0.511626</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>837</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>94.406250</td>\n",
       "      <td>0.865236</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>838</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.109375</td>\n",
       "      <td>0.518353</td>\n",
       "      <td>201.375000</td>\n",
       "      <td>0.519702</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>839</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.757491</td>\n",
       "      <td>166.562500</td>\n",
       "      <td>0.247878</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>840</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>318.218750</td>\n",
       "      <td>0.184847</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>841</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>111.218750</td>\n",
       "      <td>0.219585</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>842</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>232.250000</td>\n",
       "      <td>0.778614</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>843</td>\n",
       "      <td>0.001300</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>129.906250</td>\n",
       "      <td>1.342297</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>844</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.906948</td>\n",
       "      <td>234.250000</td>\n",
       "      <td>0.572513</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>845</td>\n",
       "      <td>0.005100</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.411417</td>\n",
       "      <td>339.562500</td>\n",
       "      <td>5.068549</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>846</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>62.375000</td>\n",
       "      <td>0.205172</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>847</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>212.156250</td>\n",
       "      <td>1.045816</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>848</td>\n",
       "      <td>0.036100</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.628533</td>\n",
       "      <td>207.812500</td>\n",
       "      <td>36.121925</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>849</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.691213</td>\n",
       "      <td>198.312500</td>\n",
       "      <td>0.223549</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>850</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>129.968750</td>\n",
       "      <td>0.255971</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>851</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>148.125000</td>\n",
       "      <td>0.894737</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>852</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.359375</td>\n",
       "      <td>0.352762</td>\n",
       "      <td>193.093750</td>\n",
       "      <td>0.254399</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>853</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.784810</td>\n",
       "      <td>325.593750</td>\n",
       "      <td>0.233298</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>854</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.718750</td>\n",
       "      <td>0.489852</td>\n",
       "      <td>218.125000</td>\n",
       "      <td>0.243361</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>855</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>88.250000</td>\n",
       "      <td>0.277345</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>856</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>199.250000</td>\n",
       "      <td>0.599340</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>857</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>156.750000</td>\n",
       "      <td>0.267866</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>858</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.781250</td>\n",
       "      <td>0.316638</td>\n",
       "      <td>256.468750</td>\n",
       "      <td>0.212144</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>859</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.640625</td>\n",
       "      <td>0.715995</td>\n",
       "      <td>292.812500</td>\n",
       "      <td>0.701880</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>860</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.691213</td>\n",
       "      <td>301.093750</td>\n",
       "      <td>0.629551</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>861</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>147.031250</td>\n",
       "      <td>0.221302</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>862</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.561743</td>\n",
       "      <td>368.562500</td>\n",
       "      <td>0.354447</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>863</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>0.921875</td>\n",
       "      <td>0.901619</td>\n",
       "      <td>473.375000</td>\n",
       "      <td>0.179778</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>864</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.578125</td>\n",
       "      <td>0.709016</td>\n",
       "      <td>343.093750</td>\n",
       "      <td>0.453404</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>865</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.066815</td>\n",
       "      <td>238.093750</td>\n",
       "      <td>0.192197</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>866</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>134.031250</td>\n",
       "      <td>0.820566</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>867</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.188243</td>\n",
       "      <td>230.062500</td>\n",
       "      <td>0.598887</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>868</td>\n",
       "      <td>0.003800</td>\n",
       "      <td>1.328125</td>\n",
       "      <td>0.776881</td>\n",
       "      <td>425.656250</td>\n",
       "      <td>3.840008</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>869</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>251.531250</td>\n",
       "      <td>0.229030</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>870</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.531250</td>\n",
       "      <td>0.410520</td>\n",
       "      <td>442.156250</td>\n",
       "      <td>0.584002</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>871</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.015625</td>\n",
       "      <td>0.551840</td>\n",
       "      <td>320.531250</td>\n",
       "      <td>0.189602</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>872</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>1.984375</td>\n",
       "      <td>0.541755</td>\n",
       "      <td>348.281250</td>\n",
       "      <td>1.117439</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>873</td>\n",
       "      <td>0.001400</td>\n",
       "      <td>1.796875</td>\n",
       "      <td>0.636534</td>\n",
       "      <td>309.968750</td>\n",
       "      <td>1.440801</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>874</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.921875</td>\n",
       "      <td>0.220971</td>\n",
       "      <td>239.125000</td>\n",
       "      <td>0.298038</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>875</td>\n",
       "      <td>0.004400</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>172.593750</td>\n",
       "      <td>4.360330</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>876</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>257.843750</td>\n",
       "      <td>0.443963</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>877</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.066815</td>\n",
       "      <td>318.531250</td>\n",
       "      <td>0.336861</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>878</td>\n",
       "      <td>0.001700</td>\n",
       "      <td>1.781250</td>\n",
       "      <td>0.327175</td>\n",
       "      <td>272.250000</td>\n",
       "      <td>1.702106</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>879</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>1.109375</td>\n",
       "      <td>0.950016</td>\n",
       "      <td>528.750000</td>\n",
       "      <td>1.197057</td>\n",
       "      <td>0.421875</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>880</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.429713</td>\n",
       "      <td>483.843750</td>\n",
       "      <td>0.520092</td>\n",
       "      <td>0.437500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>881</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>186.812500</td>\n",
       "      <td>0.368272</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>882</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.578125</td>\n",
       "      <td>0.300803</td>\n",
       "      <td>373.812500</td>\n",
       "      <td>0.366990</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>883</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.828125</td>\n",
       "      <td>0.543507</td>\n",
       "      <td>311.625000</td>\n",
       "      <td>0.157500</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>884</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>282.593750</td>\n",
       "      <td>0.274650</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>885</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.593750</td>\n",
       "      <td>0.609945</td>\n",
       "      <td>422.218750</td>\n",
       "      <td>0.166044</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>886</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>280.343750</td>\n",
       "      <td>0.350811</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>887</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>162.031250</td>\n",
       "      <td>0.216142</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>888</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>143.468750</td>\n",
       "      <td>0.249898</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>889</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>164.343750</td>\n",
       "      <td>0.278996</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>890</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>162.843750</td>\n",
       "      <td>0.330563</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>891</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>142.468750</td>\n",
       "      <td>0.288873</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>892</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.421703</td>\n",
       "      <td>249.406250</td>\n",
       "      <td>0.238887</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>893</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.015625</td>\n",
       "      <td>0.205260</td>\n",
       "      <td>322.281250</td>\n",
       "      <td>0.190484</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>894</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>304.156250</td>\n",
       "      <td>0.305515</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>895</td>\n",
       "      <td>0.036700</td>\n",
       "      <td>1.984375</td>\n",
       "      <td>0.397748</td>\n",
       "      <td>340.562500</td>\n",
       "      <td>36.663391</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>896</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.702812</td>\n",
       "      <td>195.375000</td>\n",
       "      <td>0.542637</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>897</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.171875</td>\n",
       "      <td>0.274980</td>\n",
       "      <td>211.406250</td>\n",
       "      <td>0.232635</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>898</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.816463</td>\n",
       "      <td>498.125000</td>\n",
       "      <td>0.638847</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>899</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>295.875000</td>\n",
       "      <td>0.307710</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>900</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>216.875000</td>\n",
       "      <td>0.373103</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>901</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>183.562500</td>\n",
       "      <td>0.311369</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>902</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.776324</td>\n",
       "      <td>327.968750</td>\n",
       "      <td>0.372608</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>903</td>\n",
       "      <td>0.002900</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>253.406250</td>\n",
       "      <td>2.914290</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>904</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.749004</td>\n",
       "      <td>346.562500</td>\n",
       "      <td>0.464367</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>905</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>161.750000</td>\n",
       "      <td>0.565632</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>906</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>194.500000</td>\n",
       "      <td>0.668186</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>907</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>134.343750</td>\n",
       "      <td>0.252690</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>908</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.296875</td>\n",
       "      <td>0.455504</td>\n",
       "      <td>321.812500</td>\n",
       "      <td>0.276252</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>909</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>203.781250</td>\n",
       "      <td>0.196074</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>910</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.484375</td>\n",
       "      <td>0.507104</td>\n",
       "      <td>333.656250</td>\n",
       "      <td>0.461874</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>911</td>\n",
       "      <td>0.013700</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>257.625000</td>\n",
       "      <td>13.745242</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>912</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>1.024752</td>\n",
       "      <td>271.031250</td>\n",
       "      <td>0.273321</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>913</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>130.156250</td>\n",
       "      <td>0.608082</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>914</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>288.125000</td>\n",
       "      <td>0.999289</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>915</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.534522</td>\n",
       "      <td>155.312500</td>\n",
       "      <td>0.785801</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>916</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.359375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>278.687500</td>\n",
       "      <td>0.484848</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>917</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>137.218750</td>\n",
       "      <td>0.419819</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>918</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>67.656250</td>\n",
       "      <td>0.266120</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>919</td>\n",
       "      <td>0.002200</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>276.625000</td>\n",
       "      <td>2.194863</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>920</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.639687</td>\n",
       "      <td>182.125000</td>\n",
       "      <td>0.312360</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>921</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>199.250000</td>\n",
       "      <td>0.345625</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>922</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.375000</td>\n",
       "      <td>0.871103</td>\n",
       "      <td>274.781250</td>\n",
       "      <td>0.239219</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>923</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>247.468750</td>\n",
       "      <td>0.244001</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>924</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.761785</td>\n",
       "      <td>144.593750</td>\n",
       "      <td>0.248963</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>925</td>\n",
       "      <td>0.001400</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>155.468750</td>\n",
       "      <td>1.429399</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>926</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>145.843750</td>\n",
       "      <td>1.237922</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>927</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>0.687500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>231.656250</td>\n",
       "      <td>0.624219</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>928</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.231455</td>\n",
       "      <td>144.531250</td>\n",
       "      <td>0.577085</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>929</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>90.781250</td>\n",
       "      <td>0.261987</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>930</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.816463</td>\n",
       "      <td>120.250000</td>\n",
       "      <td>0.514325</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>931</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.675493</td>\n",
       "      <td>249.375000</td>\n",
       "      <td>0.338132</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>932</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>2.062500</td>\n",
       "      <td>0.843783</td>\n",
       "      <td>140.093750</td>\n",
       "      <td>0.470341</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>933</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>167.281250</td>\n",
       "      <td>0.694760</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>934</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.452426</td>\n",
       "      <td>159.875000</td>\n",
       "      <td>0.355109</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>935</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1.016265</td>\n",
       "      <td>143.531250</td>\n",
       "      <td>0.217581</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>936</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>100.187500</td>\n",
       "      <td>0.263143</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>937</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>146.656250</td>\n",
       "      <td>0.551566</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>938</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>156.968750</td>\n",
       "      <td>0.267585</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>939</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>201.000000</td>\n",
       "      <td>0.378642</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>940</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.421703</td>\n",
       "      <td>192.187500</td>\n",
       "      <td>0.225627</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>941</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>111.500000</td>\n",
       "      <td>0.439376</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>942</td>\n",
       "      <td>0.004100</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>1.044389</td>\n",
       "      <td>212.531250</td>\n",
       "      <td>4.076219</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>943</td>\n",
       "      <td>0.004000</td>\n",
       "      <td>1.687500</td>\n",
       "      <td>1.024752</td>\n",
       "      <td>235.625000</td>\n",
       "      <td>3.972773</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>944</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.906250</td>\n",
       "      <td>0.232376</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>945</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>187.156250</td>\n",
       "      <td>0.187850</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>946</td>\n",
       "      <td>0.001400</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>267.718750</td>\n",
       "      <td>1.381988</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>947</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>144.812500</td>\n",
       "      <td>1.125917</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>948</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>221.468750</td>\n",
       "      <td>10.965835</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>949</td>\n",
       "      <td>0.015300</td>\n",
       "      <td>1.796875</td>\n",
       "      <td>0.623794</td>\n",
       "      <td>180.750000</td>\n",
       "      <td>15.270215</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>950</td>\n",
       "      <td>0.009900</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>101.031250</td>\n",
       "      <td>9.923893</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>951</td>\n",
       "      <td>0.006600</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.612328</td>\n",
       "      <td>197.562500</td>\n",
       "      <td>6.642933</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>952</td>\n",
       "      <td>0.006100</td>\n",
       "      <td>1.984375</td>\n",
       "      <td>0.044194</td>\n",
       "      <td>176.781250</td>\n",
       "      <td>6.074562</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>953</td>\n",
       "      <td>0.000600</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>237.625000</td>\n",
       "      <td>0.622056</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>954</td>\n",
       "      <td>0.003800</td>\n",
       "      <td>1.312500</td>\n",
       "      <td>0.444038</td>\n",
       "      <td>375.750000</td>\n",
       "      <td>3.751522</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>955</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.421703</td>\n",
       "      <td>267.156250</td>\n",
       "      <td>0.229617</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>956</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.296875</td>\n",
       "      <td>0.439298</td>\n",
       "      <td>169.375000</td>\n",
       "      <td>0.244248</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>957</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>150.218750</td>\n",
       "      <td>0.235777</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>958</td>\n",
       "      <td>0.011700</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>127.125000</td>\n",
       "      <td>11.673838</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>959</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.968750</td>\n",
       "      <td>0.610162</td>\n",
       "      <td>268.656250</td>\n",
       "      <td>0.201521</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>960</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.718532</td>\n",
       "      <td>392.937500</td>\n",
       "      <td>0.697969</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>961</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.968750</td>\n",
       "      <td>0.488064</td>\n",
       "      <td>246.718750</td>\n",
       "      <td>0.210361</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>962</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.462910</td>\n",
       "      <td>368.125000</td>\n",
       "      <td>0.242157</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>963</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.258775</td>\n",
       "      <td>249.718750</td>\n",
       "      <td>0.190620</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>964</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2.046875</td>\n",
       "      <td>0.628533</td>\n",
       "      <td>238.937500</td>\n",
       "      <td>0.355286</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>965</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.156250</td>\n",
       "      <td>0.463892</td>\n",
       "      <td>342.062500</td>\n",
       "      <td>0.211698</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>0.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>966</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.906250</td>\n",
       "      <td>0.265165</td>\n",
       "      <td>236.125000</td>\n",
       "      <td>0.222443</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>967</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>122.937500</td>\n",
       "      <td>0.250578</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>968</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.546875</td>\n",
       "      <td>0.899226</td>\n",
       "      <td>389.500000</td>\n",
       "      <td>0.219621</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>969</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.267261</td>\n",
       "      <td>123.437500</td>\n",
       "      <td>0.252551</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>970</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.526036</td>\n",
       "      <td>192.843750</td>\n",
       "      <td>0.232875</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>971</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.796875</td>\n",
       "      <td>0.695129</td>\n",
       "      <td>290.687500</td>\n",
       "      <td>0.273849</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>972</td>\n",
       "      <td>0.172800</td>\n",
       "      <td>2.109375</td>\n",
       "      <td>0.518353</td>\n",
       "      <td>162.343750</td>\n",
       "      <td>172.816956</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>973</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.435551</td>\n",
       "      <td>174.500000</td>\n",
       "      <td>0.189593</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>974</td>\n",
       "      <td>0.081400</td>\n",
       "      <td>1.984375</td>\n",
       "      <td>0.942656</td>\n",
       "      <td>292.312500</td>\n",
       "      <td>81.396042</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>975</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.609375</td>\n",
       "      <td>0.698073</td>\n",
       "      <td>185.437500</td>\n",
       "      <td>0.283505</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>976</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.585008</td>\n",
       "      <td>163.781250</td>\n",
       "      <td>0.252985</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>977</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>1.812500</td>\n",
       "      <td>0.776324</td>\n",
       "      <td>273.718750</td>\n",
       "      <td>0.478249</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>978</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.437500</td>\n",
       "      <td>0.176777</td>\n",
       "      <td>77.812500</td>\n",
       "      <td>0.197297</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>979</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>272.625000</td>\n",
       "      <td>0.184515</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>980</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.671875</td>\n",
       "      <td>0.419698</td>\n",
       "      <td>290.125000</td>\n",
       "      <td>0.242113</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>981</td>\n",
       "      <td>0.001900</td>\n",
       "      <td>2.125000</td>\n",
       "      <td>0.620815</td>\n",
       "      <td>157.812500</td>\n",
       "      <td>1.944670</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>982</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.187500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>221.937500</td>\n",
       "      <td>0.221238</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>983</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.694326</td>\n",
       "      <td>296.093750</td>\n",
       "      <td>0.985649</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>984</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.937500</td>\n",
       "      <td>0.490230</td>\n",
       "      <td>252.937500</td>\n",
       "      <td>0.314691</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>985</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.562500</td>\n",
       "      <td>0.694326</td>\n",
       "      <td>290.500000</td>\n",
       "      <td>0.217271</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>986</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>169.875000</td>\n",
       "      <td>0.191484</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>987</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1.734375</td>\n",
       "      <td>0.479745</td>\n",
       "      <td>310.468750</td>\n",
       "      <td>0.236389</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>988</td>\n",
       "      <td>0.002200</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>242.718750</td>\n",
       "      <td>2.159062</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>989</td>\n",
       "      <td>0.000900</td>\n",
       "      <td>1.703125</td>\n",
       "      <td>0.344761</td>\n",
       "      <td>276.125000</td>\n",
       "      <td>0.878317</td>\n",
       "      <td>0.453125</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>990</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.721685</td>\n",
       "      <td>246.656250</td>\n",
       "      <td>1.531672</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>991</td>\n",
       "      <td>0.004700</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>245.562500</td>\n",
       "      <td>4.656281</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>992</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2.312500</td>\n",
       "      <td>0.408232</td>\n",
       "      <td>186.750000</td>\n",
       "      <td>0.215799</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>993</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>1.437500</td>\n",
       "      <td>0.530330</td>\n",
       "      <td>386.875000</td>\n",
       "      <td>0.309846</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>994</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>346.281250</td>\n",
       "      <td>1.032887</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>995</td>\n",
       "      <td>0.002400</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.667006</td>\n",
       "      <td>217.781250</td>\n",
       "      <td>2.394531</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>996</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.517549</td>\n",
       "      <td>243.750000</td>\n",
       "      <td>1.011482</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>997</td>\n",
       "      <td>0.002300</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>0.353553</td>\n",
       "      <td>206.812500</td>\n",
       "      <td>2.346989</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>998</td>\n",
       "      <td>0.000800</td>\n",
       "      <td>1.625000</td>\n",
       "      <td>0.498716</td>\n",
       "      <td>200.281250</td>\n",
       "      <td>0.833316</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>999</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.468750</td>\n",
       "      <td>0.901647</td>\n",
       "      <td>376.875000</td>\n",
       "      <td>0.997381</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1000</td>\n",
       "      <td>0.001200</td>\n",
       "      <td>1.968750</td>\n",
       "      <td>0.374419</td>\n",
       "      <td>220.906250</td>\n",
       "      <td>1.162619</td>\n",
       "      <td>0.468750</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unsloth: Will smartly offload gradients to save VRAM!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'float' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'float' object is not callable; perhaps you missed a comma?\n",
      "<string>:1: SyntaxWarning: 'int' object is not callable; perhaps you missed a comma?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "TrainOutput(global_step=1000, training_loss=0.0011571628644425607, metrics={'train_runtime': 11039.6631, 'train_samples_per_second': 0.362, 'train_steps_per_second': 0.091, 'total_flos': 0.0, 'train_loss': 0.0011571628644425607})"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainer = GRPOTrainer(\n",
    "    model = model,\n",
    "    processing_class = tokenizer,\n",
    "    reward_funcs = [\n",
    "        soft_format_reward_func,\n",
    "        correctness_reward_func,\n",
    "    ],\n",
    "    args = training_args,\n",
    "    train_dataset = dataset,\n",
    "    # eval_dataset = eval_dataset,\n",
    ")\n",
    "trainer.train()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "v3: https://wandb.ai/swulling/countdown-rl-simple/runs/8yeq1v0l?nw=nwuserswulling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('output/qwen2.5-1.5b-rl-v3-lora/tokenizer_config.json',\n",
       " 'output/qwen2.5-1.5b-rl-v3-lora/special_tokens_map.json',\n",
       " 'output/qwen2.5-1.5b-rl-v3-lora/vocab.json',\n",
       " 'output/qwen2.5-1.5b-rl-v3-lora/merges.txt',\n",
       " 'output/qwen2.5-1.5b-rl-v3-lora/added_tokens.json',\n",
       " 'output/qwen2.5-1.5b-rl-v3-lora/tokenizer.json')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.save_pretrained(\"output/qwen2.5-1.5b-rl-v3-lora\")  # Local saving lora weights\n",
    "tokenizer.save_pretrained(\"output/qwen2.5-1.5b-rl-v3-lora\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "```bash\n",
    "vllm serve output/models/Qwen2.5-1.5B-Instruct --port 8100 --api-key NLUKKXIJDZ91rpg1z --enforce-eager  --max-model-len 4096 --enable-lora --max-lora-rank 64 --lora-modules qwen2.5-1.5b-rl-v3-lora=output/qwen2.5-1.5b-rl-v3-lora\n",
    "\n",
    "CURATOR_VIEWER=1 python eval.py --provider vllm --data_path data/test_simple.jsonl --model_name qwen2.5-1.5b-rl-v3-lora --temperature 0.01 --max_tokens 2048\n",
    "\n",
    "https://curator.bespokelabs.ai/datasets/45c312d3eab3487aa2310120ba91820b\n",
    "\n",
    "Accuracy: 49/100 (45.00%)\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一开始的模型（除了格式错误外）：(Step 20)\n",
    "```\n",
    "<think>\n",
    "We need to create an equation that equals 595 using the numbers 490, 52, 53, with each number used exactly once. Let's try to manipulate these numbers.\n",
    "</think>\n",
    "<think>\n",
    "Let's start by adding 52 and 53 to get 105.\n",
    "490 / 105 = 4.85714285714\n",
    "So, we have 4.85714285714 left to add to reach 595. But we can't use 105 again.\n",
    "Let's subtract 53 from 490.\n",
    "490 - 53 = 437\n",
    "Now we have 437 left. Let's add 52 to it.\n",
    "437 + 52 = 489\n",
    "Then let's subtract 437 from 595.\n",
    "490 / 52 = 9.61538461538\n",
    "Since we've run out of numbers, 437 is our final sum.\n",
    "</think>\n",
    "<answer>(490 - 53) * 9.61538461538 + 489</answer>\n",
    "```\n",
    "自然语言很多，这些应该来自模型自身的训练数据。但是结果不对。\n",
    "\n",
    "中间0.5格式化奖励示例（Step 114）\n",
    "```\n",
    "<think>\n",
    "100 - 63 = 37\n",
    "37 + 3 = 40\n",
    "40 + 34 = 121\n",
    "</think>\n",
    "<answer>(100 - 63) + 3 = 40 + 34 = 121</answer>\n",
    "```\n",
    "可以发现模型纯粹就是瞎编以满足 0.5 的格式奖励。同时模型的输出长度开始剧烈下降\n",
    "\n",
    "\n",
    "模型逐渐学习到根据low-high穷举，然后输出长度变长做更多的尝试（Step 488）\n",
    "```\n",
    "<think>\n",
    "599 + 44 = 643\n",
    "643 - 33 = 610 (too high, try different numbers)\n",
    "44 + 599 = 643\n",
    "643 - 33 = 610 (too low, try different numbers)\n",
    "44 * 599 = 25956 (too high, try different numbers)\n",
    "44 / 599 = 0.0735 (too low, try different numbers)\n",
    "33 + 44 = 77\n",
    "77 + 599 = 676\n",
    "</think>\n",
    "<answer>(33 + 44) + 599 = 676</answer>\n",
    "```\n",
    "但是发现模型只能做对比较简单的题目（加减法），两三位的乘除法由于模型自身能力问题，算不对。比如 44 * 599 就算错了。\n",
    "\n",
    "\n",
    "模型开始具备一定的难题（乘法、除法）的能力，输出变得更长（Step 761）\n",
    "```\n",
    "<think>\n",
    "588 + 42 = 630\n",
    "630 + 28 = 658 (too small, try another approach)\n",
    "42 * 28 = 1176 (too large, try using subtraction)\n",
    "42 / 28 = 1.5 (not an integer, try another combination)\n",
    "42 + 588 = 630\n",
    "630 - 28 = 602 (too small, try another approach)\n",
    "588 - 42 = 546\n",
    "546 + 28 = 574 (too small, try another combination)\n",
    "588 / 28 = 21\n",
    "21 * 42 = 882 (correct)\n",
    "</think>\n",
    "<answer>(588 / 28) * 42 = 882</answer>\n",
    "```\n",
    "```\n",
    "<think>\n",
    "40 * 74 = 2960\n",
    "2960 / 25 = 118.4 (not 850, try another approach)\n",
    "74 * 40 = 2960\n",
    "2960 / 25 = 118.4 (not 850, try another approach)\n",
    "74 + 40 = 114\n",
    "114 * 25 = 2850 (too small, try a different approach)\n",
    "74 - 40 = 34\n",
    "34 * 25 = 850 (correct)\n",
    "</think>\n",
    "<answer>(74 - 40) * 25 = 850</answer>\n",
    "```\n",
    "\n",
    "到这个层级，每道问题模型都有一定概率算对，但是正确率不高。其实这种情况比较适合RL，也就是说只要模型增加输出长度，做更多的自我一致性，就能答对。\n",
    "但是可能是长度限制，模型的输出长度一直上不去。\n"
   ]
  }
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